Upon reading the title, the first thing that comes to my mind is: "why not?".
If we treat AI just like any another artist's tool, I don't see why it should stop the owner/maker of said AI from copyrighting what it comes up with. As the article point out, as it exists, even AI needs significant human involvement to actually get something done.
I guess one argument that one might make is that those upon whom the AI is trained have might have rights to claim authorship, but think about it. If I, as a human, am inspired by your work, you still don't get rights to my work. Why should it be any different with the AI I use, as long as the resultant artwork is sufficiently different from yours?
Even though it's not related to IP, this may open precedence for making the creators of a given AI system be responsible for any outcomes of said AI (maybe that's the way to go).
That said, car companies may prosecuted if their AI driven cars cause accidents (again, maybe that's the way to go).
This discussion is on it's first steps and has a long way to go yet.
I personally am definitely of the opinion that those who develop and train AI should be held responsible for the actions of said AI. That's the only way to ensure that such systems are kept in check. Case in point: the various YouTube "algorithm" fiascos that have taken place over the past several years. If AI systems you've put in place discriminate against certain demographics, you should 100% be held accountable for the same.
Same thing when it comes to improperly trained/developed AI causing accidents or loss of life.
It might also get hairy if/when we make a sentient AI and have to decide if they can have property rights. Which is a thorny issue because even if we assign them rights, they themselves will be the intellectual property of someone else. An intellectual slave?
Probably a good thing general purpose AI is still a few decades away at this point. Society is not ready for the rights implications. Not that I really expect people to have better answers to this in the future.
Billions of dollars of lawyer time is wasted annually on this small issue with just humans. It's not as trivial as it seems at first.
It turns out the AI's conquer humanity not through violence, but by highly optimized IP trolling. Hell, we already have a flavor of this on Youtube, where algorithms flag content all day long with little recourse for innocent victims.
I agree. Until the AI itself can complain that someone is getting credit for their work, this isn't a huge issue. Once an AI gets to the point where it feels cheated and wants a cut we've got a very big problem.
>Which is a thorny issue because even if we assign them rights, they themselves will be the intellectual property of someone else. An intellectual slave?
Its not that novel. Take a Corporation it may hire an employee, or contractor - or even unpaid intern - and have them develop copy all day long. That copy will be owned by the Corporation in the future, even if the employee/contractor/intern ceases to work for said Corporation (even if said employee/contractor/intern ceases to exist their work will be owned by said Corporation).
Well if it is like owning DNA, then it can't be patented, the Supreme Court has already taken and ruled on such cases (holding: genes are from nature and can't be patented)...but its not like owning DNA of someone and imagining having babies violating copyright laws won't make that anymore true.
Algorithms are already creating media of all kind (videos, articles, music) and that media is all subject to the same copyright protections as man-made media, replacing algorithm with AI (which seems to be the popular thing to do with SV startups these days, doesn't create Earth shattering facts the law hasn't seen, its just like when the blockchain believers thought DAO code was the law outside the jurisdiction of courts and regulators)
DNA is already established as something owned. I don't think DNA is a good metaphorical proxy in this case, as the DNA of the GAI would sensibly be its set of weights assuming it is a neural net. But if it were, perhaps we would regulate it the way we currently regulate DNA. Which means we ignore the fact that DNA can self-replicate and permit corporations to own DNA patterns and prosecute people who possess or make use of organisms expressing that DNA. While many of the accusations against Monsanto are overblown or inaccurate, Monsanto does indeed own patents on a great deal of genetic material, including entirely naturally produced DNA of organisms in developing nations.
There's going to be an argument about "derivative works". If I feed all 7 books of Harry Potter into an AI, and only that, and then it spits out something - That's clearly a derivative work. If I feed all of the New York Times Bestsellers for the past 50 years into an AI and it spits out something, there's much less of an argument that it's derivative of any one work.
I've seen stuff like https://www.thiswaifudoesnotexist.net/ - It's both impressive and not. Sure, it's "new" and "Unique" every time, but if you were to take a trained eye to it, you'd see that a bunch of what it's done are very simple derivatives of an already derivative artform. Do I know which image it's stolen the basic shape from and which it's stolen the color palette? No, but if I spent a few hours looking through the training dataset I'd probably find another image that looked almost exactly like the one I'm looking at. These things are impressive because they can fool a cursory glance, and quite frankly, that's often enough.
"If I feed all 7 books of Harry Potter into an AI, and only that, and then it spits out something - That's clearly a derivative work." does not match the current legal interpretation in the industry.
The general assumption is that machine learning models trained on some data are (usually - details matter) not considered derivative work from that data; so unless you have specific contractual restrictions (e.g. you got the date bacause you have a contract with the data owner saying what you'll do/not do with the models derived from it) then copyright does not prohibit you from using and distributing these models. That's the case even if it's trained on a particular dataset with a single, clear copyright owner.
It probably starts with old precedent on copyrightability of statistics derived from creative work - things like word frequency, most common words, etc are not considered derivative works.
Then we have statistical language models, of the kind that were used in statistical machine translation before the neural approaches overtook everything - and again, the established interpretation there is that statical models trained on a corpus are not considered derivative work from that data, because they essentially are a trivial extension of word sequence frequency counts... but they already are in the category of "feed all 7 books of Harry Potter into an AI, and only that, and then it spits out something", e.g. a simple hidden Markov model or trigram language model from Harry Potter books will easily hallucinate (very lousy quality) Potter-themed text, but the model that can do that is not considered derivative work.
Though this all may vary in different jurisdictions.
> No, but if I spent a few hours looking through the training dataset I'd probably find another image that looked almost exactly like the one I'm looking at.
If you look at nearest-neighbor lookups in papers like BigGAN, you'll see that for all the apparent 'simple derivatives', you will see that it is actually quite difficult to find "another image that looked almost exactly like the one I'm looking at". Similar, certainly, recognizably the same character, absolutely (particularly well-represented ones like Touhou characters), but exactly? And if they were purely copying specific points, the interpolations would not work. (It would also be a lot easier to reverse a given image into the latent vector to edit it.)
I would liken the AI with a photo camera. I can't paint very well, but I can take this miraculous machine and create a picture on the press of a button. Yet there is still artistic expression in deciding when an where to press the button, and at which angle you hold the machine when pressing the button. And we universally agree that whoever pressed the button owns the copyright of the created picture, even if most of the work is done by the machine.
With AI in general and neutral networks specifically the same applies. There's some nuance to decide if the copyright belongs to the person who trained the network or the person who prompted this specific output. The easy solution is to say "both", and let people handle it with copyright assignments and license agreements.
When we have AGI that thinks for itself we might want to rethink this, but that's in the far future.
Well, there has to be creative input, right? Suppose you take all my written works, train a model, then used that to generate text it doesn't sound meaningful to me that you now own that text. After all, someone else could easily and naturally do the same and they too could end up with similar enough weights that they generate similar text.
That's not a creative act you did. We all do that.
How about if I read and study all your books and then generate a new one perfectly in your style (maybe using one of the common plot template you use often). Would the new book be mine or yours? No AI involved, but the black box looks similar from the outside.
How do they handle this now with writers and painters who imitate other artists?
Oh, that's a good one. I suppose you're right in that it would be undetectable that you used an ML model to make the text unless you said so and in that case we'd probably treat it as a creative work.
"How do they handle this now with writers and painters who imitate other artists?" -> not a derivative work as long as no specific protected elements were copied.
Repainting or rewriting your work in different style would be a derivative work, but painting or writing a different work in your style would not be.
Perhaps the best example of humans doing this sort of thing is in music. Artists take samples from one another’s works and use them to create new music.
I think the problem the GP highlights is roughly analogous to the case where an artist takes all of their samples from the album of one person and uses it to create a new song that sounds like the original artist made it. That’s a different thing entirely from taking a sample from one artist and a sample from another and then combining them with a new original beat and layering on some other original tracks.
What if someone used no samples at all but used all of the stylistic choices of the artist and made something that sounds like the original artist made it despite no part being directly copied?
We all do what? We don't all take your specific work, train a model on it, and then select an output to present as a new work. Those are the creative acts. And certainly, the output may be indistinguishable from something you yourself created, and given the structure and nature of neural nets it might even cause you substantial existential angst to see such work, but I don't see how any of those things would weigh in to a copyright claim. Your best bets for a claim would be either a claim of a 'derivative work' being created or perhaps that the use of your original work does not fall under the Fair Use case. Fair Use would be very weak here because generally you would need to show that the 'heart' of the work (your originals) was duplicated. Similarly a claim of 'derivative work' would have to be novel and would be very difficult when the actions of the AI author are considered to be part of the authoring process while your authorship process is very different. I could see it possible, but unlikely, than an ML system would produce something which, had it been produced otherwise by a human, could be recognized as a derivative work. That would be the criteria, likely the main if not sole criteria, used in a court case.
Suppose someone takes all the words from your comment above and reorder them. Whether this new prose has the same, another, or no meaning at all, combining your words to form something else is a creative act. Sometimes, creativity doesn't take much effort.
I'd argue that AI isn't the "author". It is simply a tool (like a camera). The person who fed it input and tuned its parameters ("pointed it at an object and pressed the shutter") is the "artist" and owns the right to the resulting artwork.
I'm not sure I agree. I think this is different than, say, a laser printer that just spits out my creative work.
An AI isn't necessarily under control of the person that owns it.
Who do you think owns the copyright of the famous monkey photo? It was the monkey that composed and took the shot. The person who owned the camera had no control over the creative aspects of the shot.
I've commented about this elsewhere in the thread, but basically, it can be argued that a monkey is a conscious being, capable of original thought, whereas the same can't be said about AI/ML.
an AI is nothing but a model. It only creates the illusion of creating because we are incapable of calculating as much and as fast as they can, but ultimately the product is just the result of the model, and the model is a tool made by the human.
Friendly reminder not to treat AI like humans. Ever.
Is there any evidence that our consciousness isn't just the result of computation as well? Is there anything to suggest that we actually have free will and make choices?
Ok, but in the monkey-selfie case, the monkey was not considered to be a tool of the artist (the camera was, but as the artist wasn't operating the tool, that didn't matter).
I think the more important question is about ownership and society. If an AI can produce value, does that value accrue to the owner of the AI?
If yes, then we're in for another round of "let's sack all the workers and replace them with machines". Historically these haven't been fun, and have produced massive inequality, but eventually they produce richer, better-educated societies.
If no, and we say (for instance) that "all value produced by an AI is public property", then we'd head off the beaten track, and possibly to a more equitable society. Or somewhere different, at least.
Hm. In the monkey case, I think a case could be made that a monkey is "a conscious being" and "capable of true thought" and stuff along those lines, and hence something (someone?) who can own rights to their work.
Can the same be said for AI/ML as they exist today? I'm not sure.
The fact remains, AI needs to be developed and trained by someone, and that completely affects the resultant "artwork". That's why people use the "photographer and camera" analogy. Does the Dev not deserve credit for their work?
(A thought experiment that I just came up with, not sure if it makes sense: Say you and I are locked in a room for a prolonged period of time. I tell you a bunch of stuff and you make some art based on it. Following the photographer/camera analogy, can it be said that you are my "tool"? Can I claim rights to what you come up with?)
The Dev, yes. As an independent act of artistic creativity, I don't think anyone has any problem with the dev owning the output of the AI.
To answer your thought experiment: Should an Art Teacher get copyright rights on all their students' work? (what you propose is effectively art college)
Agiain, to my mind the problem comes when someone (let's call him The Baron) employs a hundred Devs to make an AI that provides cheap legal advice, based on public-domain court records. People get cheap legal advice (society wins). The Devs get paid for their professional labour. A million lawyers go out of business. The Baron becomes astonishingly rich.
Should The Baron get all that value? Should the Devs? Should the out-of-work lawyers?
partly this is because education establishments insist on copyright assignment.
My mother got hit with this when she tried to patent the seamless sweater invention she had - suddenly the university stepped in and said it was their invention. Sure enough, she'd signed over all copyright when she started the course.
but just because it happens now doesn't mean it's morally correct. In an ideal world, do we want this?
> think a case could be made that a monkey [...] can own rights to their work
This was actually decided already. PETA sued on behalf of the monkey, and lost. The courts ruled that only humans can own copyrights. However, the issue of whether the photograph is copyrighted by the photographer or in the public domain was not decided. Personally I think that the photographer could likely win the copyright based on the effort he put into the setup, if he got a good enough lawyer.
I'm still confused by Model Release forms. If I take a photo of someone, I own the rights to the photo. So I can publish it and make money. But they own the rights to their likeness, so they can sue me for money unless I have a signed form. Is that how it works?
If you streamed your sunset shot and I walked into shot, can I sue you for using my likeness without my permission?
And how does this work with DeepFakes? If I DeepFake Sting's head denying climate change, can he sue me for likeness rights?
I had a startup that tried to do so. Our acquisition was torpedoed after a claim by the owners of the training data that sufficient derived data rights were not granted to us -- that our derived data rights allowed us to operate the model but not to {sell the model, sell the company} without granting a [substantial] portion of the sale back to the owners of the original training set.
In retrospect, and my advice to others, would be to try to get derived data rights way early on before there are big sums of money involved that make everyone greedy.
Tell me more about "derived data rights". So you tell me the cost of materials and I factor in labor and come up with a price for my product. I derived my price from the data you supplied. And I can't use this price because it's derived data?
No, I give you a dataset. You make transformations on that dataset and you try to sell it. I say — "hey, I own your underlying data, so I should have ownership of your transformed data, and thus the proceeds of your sale."
We did not purchase the training data, we licensed it. In retrospect it was clear that we had obtained the license to use the data to train a model, but not entirely clear whether we had licensed the rights to commercialize the model (e.g., sell the weights on our fairly generic neural network.)
That said, lots of things start getting confusing, when confusion means owners of the data might make millions off an acquisition.
In this case, it was medical data. The owners were technically the sovereign that licensed the medical data to us. But technically, the medical images had been read by independent doctors who only granted an upstream license to the sovereign to use their reads for medical diagnoses for patient welfare -- not to downstream license the reads to help someone else train a model to theoretically put doctors out of business.
In this case, the transformations are the 0s and 1s (diagnoses labels) affecting a convolutional neural network to fit to these 0s and 1s and a set of network weights that result.
Years ago I remember there was an article of someone using brute force to generate every possible phrase of a certain length so that from that point on no one could ever claim ownership of one since they had all already been created.
Also I wonder what defines created. If I create a program that can generate every possible variation of x, do I get copyright when the program is run or do the results have to be saved. Or do I get copyright over the output of my program before it has even run since the result of the program is fixed we can know it would have resulted in the output even if it was never run. What if I just make a webserver with unlimited pages and given the correct url is entered it can output any result at all. That data was available on my website since it was created so do I have copyright over it?
If we allow the output of programs which were not extensions of the users input (photoshop, a text editor) than in theory my program that outputs random numbers now has copyright over every possible work that could ever be created.
That gave me an idea for an app which would permute all phrases of any length randomly and have forward and back pointers to the next and previous word in the series. At the end of an _n_ word phrase, the next link would give you an _n_+1 phrase.
If a crawler came along (like archive.org) it might index all permutations, giving you some evidence of when your site “coined” a phrase.
The app may want to consult a recent USPTO dump you avoid known trademarks and copyrights. Sounds like a fun exercise.
A lot of things that seem to fall under copyright are not particularly difficult to brute force. Looking at music for example. Most music follows a set of fairly basic patterns where each part of the music (drum beat, chord progression) is just a short arrangement of only a few choices. And yet the copyright system seems to take even a tiny piece of a song as copyrightable. It would not be difficult or time consuming for a script to generate every possible 4-6 chord progression and every single kind of melody which is close enough for copyright (Often these cases use very general terms like "A descending melody starting at C")
The problem for me is by AI capability and volume. Stephen King is said to write somewhere in the ballpark of 2,000 words per day with about 100 books written. Scholastic Press publishes about 600 books per year. Now lets say in theory an AI were able to write 2,000 words per second and be able to produce thousands of books per day. This AI could have live access marketing data to tailor write books to specific demographics or even specific individuals. So how could a human author compete? I would think access to copyright would be the only edge a human could have.
Now as for using AI and AI-based writing tools like the GPT2 program that autocompletes sentences for writers is no different then an artist tool like you said.
https://transformer.huggingface.co/
A related, but possibly simpler-to-answer question: can you copyright work created by computer search techniques?
Many years ago my roommate in grad school wanted to participate in RoboCup. The problem was that my university had no RoboCup team. So my roommate, who was doing his doctorate on genetic algorithms, arranged to borrow time on the university mainframe on Sunday nights from 1 AM to 4 AM, got the RoboCup virtual simulator running on it, and set up a GA to evolve a set of strategies for a team. All by himself.
He came in third. It was an astounding achievement. Clearly, he deserved the award and all the credit and glory associated therewith.
IANAL, but my understanding is that as long as there is any meaningful human input, then it's copyrightable in the US. If you see something and say "that looks cool" point your phone at it and take a snapshot, you own the copyright. This is something found entirely through natural phenomena, but your recognition and framing of it count for copyright.
Here's an early legal analysis by one of the pioneers in this field, Cal Law professor (and Macarthur Fellow) Pamela Samuelson: Allocating Ownership Rights in Computer-Generated Works (1986) [0]
In this case the holographic doctor writes a novel and there's confusion about who owns the property rights to his work. There was a fascinating panel at Comic Con a few years ago where some prominent lawyers discussed Star Trek episodes like this and specifically brought up the monkey selfie as precedent.
Attribution is important, but the episode centers around the question of whether or not the AI can demand that the publisher pull the novel from the market, which is copyright, not just attribution.
Why do you assume copyright no longer exists in a post-scarcity society?
Patents wouldn't make sense because they are meant as an incentive to share your inventions while protecting your income, but copyright comes with more rights than just money.
It could be the copyright for sole purpose of recognizing the author and respecting its ownership of the work, no the copyright for earning profits from sales.
Earth within the Federation may not use money but there are other civilizations and species especially on the outside that still require it to trade - it's possible that humanity just lost the reasons of pursuing acquisition of wealth but still utilizing some kind of currency or just simply replicates whatever its needed to barter with other species. I don't recall that there was any law that required abandoning the currency based economy upon joining the Happy Alpha Quadrant Club - it's possible that member world did follow Earth or other worlds independently in this matter seeing benefits of replication technology. Or it's the natural step of the society evolution of this fictional universe in majority of cases.
It's definitely a really interesting topic that always fuels discussions.
As for the question about AI - I think that granting rights would require first recognizing AI as natural person (or entity) ot legal person and granting them necessary rights; and perhaps this would generate all sorts of other questions, issues as well.
It's a bit weird because Wolfram is not the one solely responsible for Alpha's output; the user has to give Alpha the right input to produce the right output, so I don't really know how this could work in court.
Think of it this way: I have a black box. You give it some input, it does some magic, and gives you an output (a piece of "art"). Can I copyright such "art"?
Sure, you triggered the event. But my black box did all the actual work, right? Similarly, if you say something to your friend and that inspires them to create a painting. Can you claim ownership to that?
(Food for thought: can you really "copyright" or "own" a mathematical expression or graph, though? Because that's most of Wolfram Alpha)
The trigger can be really complicated, though, complicated enough to merit the nontriviality threshold of copyrightability. If anything, Wolfram and the Alpha user should be coauthors, but Wolfram doesn't seem to think anyone else has thoughts complex enough to meet the coauthorship threshold.
Fair enough, I get your point. That said, I'm not sure "copyrighted" mathematics/graphs would ever really hold up in courts. I don't know how to really phrase this, but isn't maths mostly (completely?) dealing with "universal truths"?
The Alpha user and Wolfram certainly could share a copyright for nontrivial inputs which represent a _de minimis_ creative contribution, but Wolfram can simply put a copyright assignment in the Terms of Service license agreement the Alpha user agrees to, and I bet if you read carefully through enough legalese, you'll find that somewhere (just in case).
> can you really "copyright" or "own" a mathematical expression or graph, though?
Yes, you can. Graphs, numbers, it doesn't matter, it's all information.
Can I copyright my book? What if someone converts my entire book from letters to numbers and them modulates the numbers as a mathematical graph using, say amplitude. Can he freely distribute that graph? Or better yet, can he convert that graph from pixels on a screen to radio waves and broadcast it?
Raw data generally does not meet the copyrightability threshold in the US (datasets are often copyrighted in the EU, though). The lack of copyrightability of data (say, phone numbers or maps) is why there are paper towns on maps, one kind of copyright traps:
Mathematical facts are usually also not copyrightable for the same reason: they're just considered raw data. However, we can obviously copyright a mathematics book or article because there's more than just raw facts in it: there's style, presentation, and many other signs of authorship.
> In a legal sense also, you can copyright the content of a math book (such as diagrams, word problems, and illustrations) but the formula, problems, proofs, theorems themselves cannot be copyrighted. You cannot copyright a fact which is established and natural i.e., 1+1=2.
Your black box is a camera. And there is a mountain of legal precedent saying that I own the copyright, and you can not.
Also, copyright applies to anything fixed in a medium of expression. You can not copyright a formula, but you can copyright its expression as soon as it is fixed in a medium. You cannot copyright the abstract idea of a graph, but you can copyright its expression or rendering once fixed in a medium.
So, the question should be, can artificial mind be treated as human mind in regards to copyright? I don't think we are there yet. Such kind of artificial mind wasn't created yet.
Theoretically though, I don't see why it shouldn't, if it can be created.
In regards to creativity of the artificial mind, see also The Cyberiad by Stanislaw Lem.
That's not really the question being asked, we all know that we're not there yet. We aren't asking "can AI own IP?", rather, "who (as in: which person or entity) owns the IP developed by AI, if anyone?"
The answer to that should be related to the above. If it's something created by the artificial mind comparable to human, then that mind should own it, regardless of who created the mind itself. If it's not on that level, then no one should own it, like it's now the case with animals.
Creators of the artificial author shouldn't get any copyrights on those works in either case.
> Creators of the artificial author shouldn't get any copyrights on those works in either case.
Interesting that you think so. Would you care to elaborate on your reasoning, taking into account other comments in the thread that make the case for AI simply being yet another tool for an artist to use?
Because it's different from a passive tool like keyboard you are using for typing your creation and such.
The program actively creates something. Author of the program isn't creating the result, the program is. As I said in the second comment, the whole idea of copyright is based on the incentive. Once that program is out, the author of the program doesn't do anything, i.e. idea of incentive is irrelevant to the resulting works.
You can take it to absurd level. Let's say you write a program that generates every possible text combination, increasingly. Does it mean the author of the program should have copyright potentially on every (not yet copyrighted) text? Of course not, even if resulted texts are original and not gibberish. Same applies to any media, not just text of course.
Copyright only exists to stop humans from being upset over their work being appropriated. The AI, no matter how much you program it to pretend to care, can never be sentient enough to actually care, therefore they do not deserve rights like this.
AI are tools and no matter how close they get to humanity it would be dangerous to consider them human.
And you can take this question further. What about artificial mind that far exceeds human mind? Copyright is about incentives. I.e. it gives the author incentive to create, at the cost for society, that limited monopoly is granted to the author (for a moment, let's disregard the absurd length it got stretched to today, and take it at what it's supposed to be).
If that artificial mind doesn't need such incentive and can create a lot more than normal human would very easily, I'd say in such case copyright shouldn't apply as well.
an AI could only own the copyright of its own work if it was conscious and sentient. Programmable emotions can only get you so far but they will never turn an AI into a human so they will never deserve to own their work no matter how much they are programmed to care.
> an AI could only own the copyright of its own work if it was conscious and sentient.
Exactly the point I was making above. And I don't like using the term "AI" for it. Not only it usually simply means the field of study, but intelligence refers to the faculty of the mind, not to the mind itself. If you want to refer to such sentient entity, better to call it artificial mind.
Scanning the title I quickly thought "Duh of course you can". But the complications of that have been eating at me for an hour now.
I can imagine of world of horrible patent trolls who have AI generating "art" constantly just so they can claim the work for themselves when a human artist creates something similar.
Thinking much further into the future: what will be really freaky is when society decides that only the AI has the right to copyright the AI's work.
> I can imagine of world of horrible patent trolls who have AI generating "art" constantly just so they can claim the work for themselves when a human artist creates something similar.
You can do the same thing without AI.
For example: You can create all possible combinations of colored pixels in a grid of 800X600 with trivial code. Then you can publish all those combinations into a GitHub repo and now you own practically all art possible in a 800x600 grid.
As a bonus: you're now infringing the copyright of everyone who has ever created an 800x600 bitmap image.
Unlike patents, the origin of the work is important for copyright infringement. In theory, two people who independently come up with the exact same image are not infringing on each other's copyright.
Of course, this ends up being a matter of likelihood. And if you generate all those combinations, but happen to select one in particular that is just like a pre-existing picture, the courts won't believe that was by accident. But the collection itself probably won't be infringing.
In addition to the sibling comment, as a pragmatic matter, one cannot. GitHub has a per-repo hard limit of 100GB of content, and allowing only 256 colors, your data set has 256^(800x600) members; this is unfeasible.
Right, "AI" is still developed by someone, it hasn't just poofed into existence fully formed. Now if two AI's from separate individuals collaborated to create a new AI...
The camera analogy does work, but not in the way you said.
The specific technology, and more importantly the region, determine who exactly owns the copyright. In the U.S. if you press the shutter button, you own it. In France, the same is not always true [1]
So in the US, if a professional photogropher puts a camera on a tripod, composes the image, adjusts the metering, sets up some lighting and then says "hey, can you push this shutter bulb for me?" Do I own the copyright?
If they composed the image then they would own the copyright. Copyright of photographs comes from creative expression not pushing the shutter button. The exception would be if the subject was moving, e.g. at a sporting event and pushing the shutter button at a given moment had a creative component.
So if I load up one of those websites that generates random images with AI and it spits out an image for me. Do I own the copyright to that image now or does the website creator own the copyright?
I'm much more interested in the copyright Details for something like Waifu Labs (https://waifulabs.com)
It's an AI model trained from a booru which is basically a collection of "pirated" images people scrape from artist's pages/twitters/etc.
How is selling the output from the model as pillows legal?
To follow up on this, it kinda feels like "laundering". That is if I want to use a photographer's photo on my product landing page I have to pay him. But if I run it though a NN so that it spits out images that look exactly like his, I don't have to pay him anymore?
I'd say it is no different than me looking at a lot of manga illustrations and then coming up with my own. There's no doubt that I was heavily inspired by what media I consumed, and learnt from it. Does that mean I don't own rights to what I make?
It's a question of whether or not what is emitted is mechanically derived from the source. With waifu labs, there is user input, but a similar tool could be setup to deterministically generate images from the input, and that is arguably purely a derivative of the inputs, though there is still some creativity in determining how to process the inputs and construct the NN &c.
Now some philosophers will argue that human creativity is purely a derivative of the inputs, but copyright law certainly does not consider it to be so.
People are allowed to copyright things that they used tools to create. "Artificial Intelligence" is a tool. The first word should be a big hint. Just like if you trained an AI to murder people it would be a weapon, it can be a paintbrush or a typewriter.
This does promise to be more interesting, though. Humans, especially when it comes to art, are extremely (maybe even biologically) invested in the incorrect idea of 'essentialism'. People believe that objects have their history somehow attached to them. It's the reason the Ship of Theseus riddle perplexes people. If you replace every piece of a ship over time, is it still the same ship? It's a nonsensical question. It's a ship. There is no such thing as some separate identity which sets it apart as "the same" from one point in time to another. The fiction we invent to make the world make sense to us might be unavoidable in our minds, but it is nonetheless fiction. And when it comes to art, the fiction of something being "human made" as opposed to "AI made" will definitely play a large role in the future. At least as large a role as whether the Mona Lisa is "an original" or "a forgery". This notion that an objects history can have meaning itself, separate from the atoms and molecules of the object itself, is largely where the "value" of art lies, certainly in collectible artworks and "originals".
Why not? You can hire a human to make something for you and you can own the copyright to that work. You certainly are financing the creation of a work made by an AI.
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[ 4.9 ms ] story [ 194 ms ] threadIf we treat AI just like any another artist's tool, I don't see why it should stop the owner/maker of said AI from copyrighting what it comes up with. As the article point out, as it exists, even AI needs significant human involvement to actually get something done.
I guess one argument that one might make is that those upon whom the AI is trained have might have rights to claim authorship, but think about it. If I, as a human, am inspired by your work, you still don't get rights to my work. Why should it be any different with the AI I use, as long as the resultant artwork is sufficiently different from yours?
This discussion is on it's first steps and has a long way to go yet.
Same thing when it comes to improperly trained/developed AI causing accidents or loss of life.
Probably a good thing general purpose AI is still a few decades away at this point. Society is not ready for the rights implications. Not that I really expect people to have better answers to this in the future.
It turns out the AI's conquer humanity not through violence, but by highly optimized IP trolling. Hell, we already have a flavor of this on Youtube, where algorithms flag content all day long with little recourse for innocent victims.
Its not that novel. Take a Corporation it may hire an employee, or contractor - or even unpaid intern - and have them develop copy all day long. That copy will be owned by the Corporation in the future, even if the employee/contractor/intern ceases to work for said Corporation (even if said employee/contractor/intern ceases to exist their work will be owned by said Corporation).
Algorithms are already creating media of all kind (videos, articles, music) and that media is all subject to the same copyright protections as man-made media, replacing algorithm with AI (which seems to be the popular thing to do with SV startups these days, doesn't create Earth shattering facts the law hasn't seen, its just like when the blockchain believers thought DAO code was the law outside the jurisdiction of courts and regulators)
I've seen stuff like https://www.thiswaifudoesnotexist.net/ - It's both impressive and not. Sure, it's "new" and "Unique" every time, but if you were to take a trained eye to it, you'd see that a bunch of what it's done are very simple derivatives of an already derivative artform. Do I know which image it's stolen the basic shape from and which it's stolen the color palette? No, but if I spent a few hours looking through the training dataset I'd probably find another image that looked almost exactly like the one I'm looking at. These things are impressive because they can fool a cursory glance, and quite frankly, that's often enough.
The general assumption is that machine learning models trained on some data are (usually - details matter) not considered derivative work from that data; so unless you have specific contractual restrictions (e.g. you got the date bacause you have a contract with the data owner saying what you'll do/not do with the models derived from it) then copyright does not prohibit you from using and distributing these models. That's the case even if it's trained on a particular dataset with a single, clear copyright owner.
It probably starts with old precedent on copyrightability of statistics derived from creative work - things like word frequency, most common words, etc are not considered derivative works.
Then we have statistical language models, of the kind that were used in statistical machine translation before the neural approaches overtook everything - and again, the established interpretation there is that statical models trained on a corpus are not considered derivative work from that data, because they essentially are a trivial extension of word sequence frequency counts... but they already are in the category of "feed all 7 books of Harry Potter into an AI, and only that, and then it spits out something", e.g. a simple hidden Markov model or trigram language model from Harry Potter books will easily hallucinate (very lousy quality) Potter-themed text, but the model that can do that is not considered derivative work.
Though this all may vary in different jurisdictions.
If you look at nearest-neighbor lookups in papers like BigGAN, you'll see that for all the apparent 'simple derivatives', you will see that it is actually quite difficult to find "another image that looked almost exactly like the one I'm looking at". Similar, certainly, recognizably the same character, absolutely (particularly well-represented ones like Touhou characters), but exactly? And if they were purely copying specific points, the interpolations would not work. (It would also be a lot easier to reverse a given image into the latent vector to edit it.)
With AI in general and neutral networks specifically the same applies. There's some nuance to decide if the copyright belongs to the person who trained the network or the person who prompted this specific output. The easy solution is to say "both", and let people handle it with copyright assignments and license agreements.
When we have AGI that thinks for itself we might want to rethink this, but that's in the far future.
That's not a creative act you did. We all do that.
How do they handle this now with writers and painters who imitate other artists?
Repainting or rewriting your work in different style would be a derivative work, but painting or writing a different work in your style would not be.
I think the problem the GP highlights is roughly analogous to the case where an artist takes all of their samples from the album of one person and uses it to create a new song that sounds like the original artist made it. That’s a different thing entirely from taking a sample from one artist and a sample from another and then combining them with a new original beat and layering on some other original tracks.
I think until an AI expresses a wish for something else, we should assume all AI generated work is in the public domain.
An AI isn't necessarily under control of the person that owns it.
Who do you think owns the copyright of the famous monkey photo? It was the monkey that composed and took the shot. The person who owned the camera had no control over the creative aspects of the shot.
Friendly reminder not to treat AI like humans. Ever.
I think the more important question is about ownership and society. If an AI can produce value, does that value accrue to the owner of the AI?
If yes, then we're in for another round of "let's sack all the workers and replace them with machines". Historically these haven't been fun, and have produced massive inequality, but eventually they produce richer, better-educated societies.
If no, and we say (for instance) that "all value produced by an AI is public property", then we'd head off the beaten track, and possibly to a more equitable society. Or somewhere different, at least.
Can the same be said for AI/ML as they exist today? I'm not sure.
The fact remains, AI needs to be developed and trained by someone, and that completely affects the resultant "artwork". That's why people use the "photographer and camera" analogy. Does the Dev not deserve credit for their work?
(A thought experiment that I just came up with, not sure if it makes sense: Say you and I are locked in a room for a prolonged period of time. I tell you a bunch of stuff and you make some art based on it. Following the photographer/camera analogy, can it be said that you are my "tool"? Can I claim rights to what you come up with?)
To answer your thought experiment: Should an Art Teacher get copyright rights on all their students' work? (what you propose is effectively art college)
Agiain, to my mind the problem comes when someone (let's call him The Baron) employs a hundred Devs to make an AI that provides cheap legal advice, based on public-domain court records. People get cheap legal advice (society wins). The Devs get paid for their professional labour. A million lawyers go out of business. The Baron becomes astonishingly rich.
Should The Baron get all that value? Should the Devs? Should the out-of-work lawyers?
In quite a lot of cases they do (or at minimum the right to reproduce and distribute such at will without compensating the originator of the work).
https://www.trademarkandcopyrightlawblog.com/2012/05/bear-an...
https://designobserver.com/feature/who-owns-student-work/126...
https://www.huffpost.com/entry/who-owns-student-artwork_b_64...
My mother got hit with this when she tried to patent the seamless sweater invention she had - suddenly the university stepped in and said it was their invention. Sure enough, she'd signed over all copyright when she started the course.
but just because it happens now doesn't mean it's morally correct. In an ideal world, do we want this?
"Do I try to make my career defining art now or do I use this time to explore a variety of subjects and mediums?"
The fact the artist doesn't own the copyright to this early work tilts the question to the latter statement.
This was actually decided already. PETA sued on behalf of the monkey, and lost. The courts ruled that only humans can own copyrights. However, the issue of whether the photograph is copyrighted by the photographer or in the public domain was not decided. Personally I think that the photographer could likely win the copyright based on the effort he put into the setup, if he got a good enough lawyer.
I don’t see why this would be different from an AI.
If you streamed your sunset shot and I walked into shot, can I sue you for using my likeness without my permission?
And how does this work with DeepFakes? If I DeepFake Sting's head denying climate change, can he sue me for likeness rights?
In retrospect, and my advice to others, would be to try to get derived data rights way early on before there are big sums of money involved that make everyone greedy.
That said, lots of things start getting confusing, when confusion means owners of the data might make millions off an acquisition.
In this case, it was medical data. The owners were technically the sovereign that licensed the medical data to us. But technically, the medical images had been read by independent doctors who only granted an upstream license to the sovereign to use their reads for medical diagnoses for patient welfare -- not to downstream license the reads to help someone else train a model to theoretically put doctors out of business.
Derived has so many meanings.
In this case, the transformations are the 0s and 1s (diagnoses labels) affecting a convolutional neural network to fit to these 0s and 1s and a set of network weights that result.
Also I wonder what defines created. If I create a program that can generate every possible variation of x, do I get copyright when the program is run or do the results have to be saved. Or do I get copyright over the output of my program before it has even run since the result of the program is fixed we can know it would have resulted in the output even if it was never run. What if I just make a webserver with unlimited pages and given the correct url is entered it can output any result at all. That data was available on my website since it was created so do I have copyright over it?
If we allow the output of programs which were not extensions of the users input (photoshop, a text editor) than in theory my program that outputs random numbers now has copyright over every possible work that could ever be created.
If a crawler came along (like archive.org) it might index all permutations, giving you some evidence of when your site “coined” a phrase.
The app may want to consult a recent USPTO dump you avoid known trademarks and copyrights. Sounds like a fun exercise.
This reminds of infinite monkey theorem.
[1]https://libraryofbabel.info/ [2]https://en.wikipedia.org/wiki/Infinite_monkey_theorem
Now as for using AI and AI-based writing tools like the GPT2 program that autocompletes sentences for writers is no different then an artist tool like you said. https://transformer.huggingface.co/
Many years ago my roommate in grad school wanted to participate in RoboCup. The problem was that my university had no RoboCup team. So my roommate, who was doing his doctorate on genetic algorithms, arranged to borrow time on the university mainframe on Sunday nights from 1 AM to 4 AM, got the RoboCup virtual simulator running on it, and set up a GA to evolve a set of strategies for a team. All by himself.
He came in third. It was an astounding achievement. Clearly, he deserved the award and all the credit and glory associated therewith.
[0] https://scholarship.law.berkeley.edu/cgi/viewcontent.cgi?art...
In this case the holographic doctor writes a novel and there's confusion about who owns the property rights to his work. There was a fascinating panel at Comic Con a few years ago where some prominent lawyers discussed Star Trek episodes like this and specifically brought up the monkey selfie as precedent.
I don't have any answers but it's a good episode.
Edit: The episode is https://memory-alpha.fandom.com/wiki/Author,_Author_(episode...
Patents wouldn't make sense because they are meant as an incentive to share your inventions while protecting your income, but copyright comes with more rights than just money.
Earth within the Federation may not use money but there are other civilizations and species especially on the outside that still require it to trade - it's possible that humanity just lost the reasons of pursuing acquisition of wealth but still utilizing some kind of currency or just simply replicates whatever its needed to barter with other species. I don't recall that there was any law that required abandoning the currency based economy upon joining the Happy Alpha Quadrant Club - it's possible that member world did follow Earth or other worlds independently in this matter seeing benefits of replication technology. Or it's the natural step of the society evolution of this fictional universe in majority of cases.
It's definitely a really interesting topic that always fuels discussions.
As for the question about AI - I think that granting rights would require first recognizing AI as natural person (or entity) ot legal person and granting them necessary rights; and perhaps this would generate all sorts of other questions, issues as well.
http://www.groklaw.net/article.php?story=20090518204959409
It's a bit weird because Wolfram is not the one solely responsible for Alpha's output; the user has to give Alpha the right input to produce the right output, so I don't really know how this could work in court.
Sure, you triggered the event. But my black box did all the actual work, right? Similarly, if you say something to your friend and that inspires them to create a painting. Can you claim ownership to that?
(Food for thought: can you really "copyright" or "own" a mathematical expression or graph, though? Because that's most of Wolfram Alpha)
Related article (I've only skimmed through it): http://www.mondaq.com/india/x/784302/Copyright/Mathmatical+E...
Yes, you can. Graphs, numbers, it doesn't matter, it's all information.
Can I copyright my book? What if someone converts my entire book from letters to numbers and them modulates the numbers as a mathematical graph using, say amplitude. Can he freely distribute that graph? Or better yet, can he convert that graph from pixels on a screen to radio waves and broadcast it?
https://en.wikipedia.org/wiki/Fictitious_entry
Mathematical facts are usually also not copyrightable for the same reason: they're just considered raw data. However, we can obviously copyright a mathematics book or article because there's more than just raw facts in it: there's style, presentation, and many other signs of authorship.
[1] https://en.m.wikipedia.org/wiki/Illegal_number
> In a legal sense also, you can copyright the content of a math book (such as diagrams, word problems, and illustrations) but the formula, problems, proofs, theorems themselves cannot be copyrighted. You cannot copyright a fact which is established and natural i.e., 1+1=2.
Also, copyright applies to anything fixed in a medium of expression. You can not copyright a formula, but you can copyright its expression as soon as it is fixed in a medium. You cannot copyright the abstract idea of a graph, but you can copyright its expression or rendering once fixed in a medium.
Theoretically though, I don't see why it shouldn't, if it can be created.
In regards to creativity of the artificial mind, see also The Cyberiad by Stanislaw Lem.
Creators of the artificial author shouldn't get any copyrights on those works in either case.
Interesting that you think so. Would you care to elaborate on your reasoning, taking into account other comments in the thread that make the case for AI simply being yet another tool for an artist to use?
The program actively creates something. Author of the program isn't creating the result, the program is. As I said in the second comment, the whole idea of copyright is based on the incentive. Once that program is out, the author of the program doesn't do anything, i.e. idea of incentive is irrelevant to the resulting works.
You can take it to absurd level. Let's say you write a program that generates every possible text combination, increasingly. Does it mean the author of the program should have copyright potentially on every (not yet copyrighted) text? Of course not, even if resulted texts are original and not gibberish. Same applies to any media, not just text of course.
> Let's say you write a program that generates every possible text combination, increasingly.
This has been done: https://libraryofbabel.info/search.cgi
AI are tools and no matter how close they get to humanity it would be dangerous to consider them human.
That's not the intention of it. You can read the definition. It's to incentivize creativity. Otherwise it shouldn't even apply.
> The AI, no matter how much you program it to pretend to care, can never be sentient enough to actually care
It's more or less what I said as well, i.e. if it's not comparable to human, it shouldn't be applied.
If that artificial mind doesn't need such incentive and can create a lot more than normal human would very easily, I'd say in such case copyright shouldn't apply as well.
Exactly the point I was making above. And I don't like using the term "AI" for it. Not only it usually simply means the field of study, but intelligence refers to the faculty of the mind, not to the mind itself. If you want to refer to such sentient entity, better to call it artificial mind.
I can imagine of world of horrible patent trolls who have AI generating "art" constantly just so they can claim the work for themselves when a human artist creates something similar.
Thinking much further into the future: what will be really freaky is when society decides that only the AI has the right to copyright the AI's work.
You can do the same thing without AI.
For example: You can create all possible combinations of colored pixels in a grid of 800X600 with trivial code. Then you can publish all those combinations into a GitHub repo and now you own practically all art possible in a 800x600 grid.
As a bonus: you're now infringing the copyright of everyone who has ever created an 800x600 bitmap image.
Copyright is just incompatible with technology.
Of course, this ends up being a matter of likelihood. And if you generate all those combinations, but happen to select one in particular that is just like a pre-existing picture, the courts won't believe that was by accident. But the collection itself probably won't be infringing.
A black box with incredible technology manipulating light etc.
The person who pushed the button owns it.
The specific technology, and more importantly the region, determine who exactly owns the copyright. In the U.S. if you press the shutter button, you own it. In France, the same is not always true [1]
[1] https://www.rd.com/advice/travel/eiffel-tower-illegal-photos...
Personally I think the photographer could probably win if they sued, but it's not totally clear.
It's an AI model trained from a booru which is basically a collection of "pirated" images people scrape from artist's pages/twitters/etc.
How is selling the output from the model as pillows legal?
To follow up on this, it kinda feels like "laundering". That is if I want to use a photographer's photo on my product landing page I have to pay him. But if I run it though a NN so that it spits out images that look exactly like his, I don't have to pay him anymore?
Now some philosophers will argue that human creativity is purely a derivative of the inputs, but copyright law certainly does not consider it to be so.
This does promise to be more interesting, though. Humans, especially when it comes to art, are extremely (maybe even biologically) invested in the incorrect idea of 'essentialism'. People believe that objects have their history somehow attached to them. It's the reason the Ship of Theseus riddle perplexes people. If you replace every piece of a ship over time, is it still the same ship? It's a nonsensical question. It's a ship. There is no such thing as some separate identity which sets it apart as "the same" from one point in time to another. The fiction we invent to make the world make sense to us might be unavoidable in our minds, but it is nonetheless fiction. And when it comes to art, the fiction of something being "human made" as opposed to "AI made" will definitely play a large role in the future. At least as large a role as whether the Mona Lisa is "an original" or "a forgery". This notion that an objects history can have meaning itself, separate from the atoms and molecules of the object itself, is largely where the "value" of art lies, certainly in collectible artworks and "originals".
Q: What's AI?
A: When the computer wakes up and asks, "What's in it for me?"
1. Those who provided the Dataset 2. Those who created the Model 3. Users who use that Model to create their own work
Who owns the final product, it's debatable, good thing with software code is that for for #1 and #2 it will depend on the license.
And an AI isn't a person, legal or otherwise.