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Copyright was not a concept hundreds of years ago. And thousands of years ago people even made use of known names to publish their own work or teachers published their pupils work with their name. This is seen in old bible texts and philosophical greek works till the  great canvas portrait painters.

Only the printing press made copying  an issue. If a painter painted, the painting was the work, the creation. Not the  act of creating the idea of the painting.

Later with audio recording, a similar issue came to be. Singing in a tin can is still singing and people were paid to sing, not for the idea of what they sang, or the memory of it.

In English all this is quite obvious in the word "copy" as a noun. You call stuff you bought a copy. Get your copy now.

The reason copyright exists is not to pay the creators better, but to monopolize the coping stuff. It protects one book press from another book press printing the same thing. There was even discussion in music a hundred years ago, if musicians should be paid, after all, they did not make the recording, they just made music. Oh and artists in general are not paid, just becaue they create things and have copyright on those things. You need a commission and that turns the precious art into mere work. Like a street caricaturist, an old fashioned portait painter or a newer portrait photographer. Creating stuff and hoping people will buy it or buy the copyright, nah. You need to be famous for that. I do not see this incentive you described. You are not wrong, either, but I think that  while for some artists it might be a feel good thing intheory, it is not a driving incentive for them to create art.  Doing art for a living was always hard. And modern self publishing put a lot of "artists" out there, that never ever would have  been published. 

Now, is all those things applicable for AI training? One could argue that it is transforming your idea into a new medium. Like making an audio recording of a written book. Undoubtedly this new thing has its own copyright and permission has to be asked, because such action is hidden in that phrase  all rights reserved. 

But what about an audio description of a painting?    Would that qualify for a thing that needs permission and is a right you can reserve? Or simpler, what about a text description?   With a complete movie, obviously there is a point where your description is no longer a description, but a transformation into a new media.

People tried to abuse copyright to censor critiques that talked about their works. Because if you talk about things, you, well, have to talk about it. And this makes it necessary to include ideas, concepts and even excerpts from that original work.

Ideas are very hard to protect and this brings me to what actually happens in AI training.   The neural net learns what an idea looks like and connects it with words. If later prompted with words, it can recreate similar things.

You can attack this on three basic portions.

1.   The finished product. This is easiest. Plagiarizing is forbidden, if you do it with a pencil, photoshop or an AI. Does not matter. Same for those fan games. Either they fall under fair use, or not. 

2. Cheaply made products and thus competition. This is annoying, but the way of technology and outsourcing. Also has nothing to do with AI.If you lose commissions to sweat shops or to an AI, you still lose those commissions. Or, gasp, some of those basterds who put their art out for free.

3. The training method of the AI.

Even if 3 would be considered a valid and legal obvious and ethical concern, it is shortsighted, because one could and will just train new databases with ethically and legally aquired material. What then? This has happened in software several times. People just build things from scratch and put you out of business into oblivion    anyways.

I remember courts that are technological illiterate and even considered the retaining in memory of a browser viewing content as a copyright violation. So I were careful to be hasty about ethical and judical decisions about all this. It might even need completely new laws.

Anyways, one could claim that the database contains a copy of the original work, wich could be forbidden. And you  could claim that training an AI is a form of derivative work that needs approval, like having a translation into machine language or a transformation from one medium to another.

To my legal and technical understanding, there are some AI that do retain copies in their database. But this might be splitting a hair, like those browser problems.

But I currently consider the training of an AI not a derivative work. I consider it machine learning. And since you can't forbid a human to learn from viewing your art, and even create works inspired by your ideas, I need good arguments to forbid machines to do it.

An obvious one might be a paywall. Paying for a movie ticket does not entitle you to bring your camera and make a recording. But on the other hand, I could make a similar movie after seeing it.

Software is easier, because it has licenses. You can forbid commercial usage for example. Actually, one could license art, but can you license the idea of art? You can protect the copy of the actual art, but not the idea. The three wolves moon t-shirt comes to mind.

https://en.wikipedia.org/wiki/Three_Wolf_Moon

I could not reprint that image on a mug and sell it without permission. But do I need a permission to make a t-shirt with a couple wolves and a celestial body? I would say, nah, that can't be protected. Or can it? Should it?

I think the easiest legal way would be to include the permission of usage for AI training in those rights reserved. But this circes back to the point, if this permission is needed. It would be needed, if we dogmatically require it, just because.

But would it be required by current laws? I say, no. Because it would be trying to copyright ideas.

You can protect a specific thing, but in those cases that  you do be able to protect an "idea" (see patents in software and other nefarious things), it would only protect against the creation of a similar idea (a blatant plagiarism), and this would be indipendant of the method used.

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Yes, we need not only new laws, but probably new terminology. Artists sometimes refer to their works being used in machine learning as "stealing" and "theft", which of course isn't accurate, yet there is a sense that something is being infringed upon that goes against the spirit of intellectual property that they are grasping to convey, which we perhaps need new words for.

You make plenty of valid points (I certainly agree that copyright claims can be abused), but it seems like you were avoiding mine. I asked us to consider what the reason copyright exists in the first place might be. Just now I tried googling "why do we need copyright" and this is literally the first link that came up (if you read other explanations they are similar):

https://iadt.libguides.com/copyright

Why is copyright important?

"The importance of copyright is an essential component of the modern educational experience. Copyright is important as it helps to protect the value of an author/academic/researchers work, by giving the originator of the work the ability to protect it from unlicensed or uncredited usage. This leads to the prevention of their work being copied to the degree where they cannot sell it effectively or receive credit for it.  In this way, copyright fosters intellectual creativity as it provides an incentive for a creator to work freely, allowing them to gain recognition for their work as well as protecting their livelihood."

There it is. It IS about incentives. If we didn't care about preserving incentives then why would we even have copyright or ip? We wouldn't. 

I still think that in the future, a clear standard for opting in or out of having a work consumed by training models is probably going to be the best way to address the interests of all. Sure, it's not going to stop the models from getting better and better. Slow them down for a short spell maybe, but it is important that we do this the right way.

 what the reason copyright exists in the first place might be. 

I told you the reason. People wanted monopoly to print books. It is literally the right to copy. It is not called the right of being the creator and having complete control over the creation or the ideas represented in the creation. 

Consider the fairy tales  back then. No one even had a concept that it was not ok to retell a  story they heard. Quite to the contrary. So what type of copyright did the Brothers Grimm aquire when writing them up and making a book out of it?

Or do you think any scribe asked permission when copying a book? That was not a concept, till the monopolies in book printing. And giving monopolies for certain items   was common practice back in the day, 

The history and hence the reason why this exists is neatly described in the wiki article about the thing

https://en.wikipedia.org/wiki/Copyright

What you cited about the importance of copyright is an opinion piece. And it is badly worded.

The importance of copyright is an essential component of the modern educational experience.

So, the copyright is not the component, but the importance of copyright is the component. And it is only a part of the expericence, whatever is meant by experience. 

Copyright is important as it helps to protect the value of an author/academic/researchers work, by giving the originator of the work the ability to protect it from unlicensed or uncredited usage. This leads to the prevention of their work being copied to the degree where they cannot sell it effectively or receive credit for it.  

Why does it protect the value?  It resctricts copies. That can also devalue your work, because no one might bother experiencing it. This type of value protection is probably meant like the shortening of a market, but the type of works we are talking about are not a item that can be short in supply, like sculptures. Also why qualify the prevention with, to sell it effectifly. And it    works only by deterring, because practiacally, it prevents nothing, only gives means to legally retaliate.

(1) In this way, (2) copyright fosters intellectual creativity (3) as it provides an incentive for a creator to work freely, (4) allowing them to gain recognition for their work as well as protecting their livelihood."

Oh boy. What a convoluted conclusion/claim.

1 refers to the sentences before, wich I do not quite understand the flow of logic.

2 No, it does not. The creative mind does not need the knowledge that it's work is protected to be creative in the first place. You are not faced with the decision: should I be creative today or not, after all, my work would be protected by copyright. Might give it a try... 

3 What incentive would that be? Freely as in unburdened, I assume. Because freely as in free lunch is what copyright tries prevent from happening. Is this like a safe space argument? Lack thereof never prevented true artists in the past, so which artists need that kind of incentive?  It might hamper certain methods of publishing, but claiming an incentive to be creative is a bold claim. So if you are concerened with bootlegs you might not release your work in a certain country. That kind of thing.

4 Ahahahaaa. Sorry. But gaining  recognition is not what copyright helps you with. It does the opposite. Unless you have  big publisher pouring big money into advertising, no one will recognize you, just because your work is protected. And for small time self publishers, the quality of their work and the free advertising of the unauthorized distribution of parts or even the full work is what gives them recognition.

As for protection the livelihood, that is more a publisher thing. If art or writing is your livelihood and you have no employer (like a professional publisher), how would that work? You write texts and want to sell them?  To whom?   Well, maybe that opinion piece is a bit specific to the university context it was written for. If you are a researcher and someone publishes your work under their name, they might get the research funding.

Do not get me wrong. A thing like copyright is needed. Falsly attributing the creator is problematic. But I do not think, being the creator of something should give complete control , like companies are trying to do with those software patents (because they could not copyright the idea behind the code). And concepts like fair use or the control over the purchased copy in my own home are examples where copyright should end.

But I wholeheartedly disagree with the notion that copyright is an incentive to be creative.

I concede that existence or lack of copyright is an incentive to chose  certain methods of publishing. Just like those artists wanting to opt out of having their art used for ai training. It is a bit arrogant I think, to believe your art is important and good enough to set the standards of what an ai would think of concepts. On the other hand, if your art is that good, it is a bit sad, that you do not wish your art to be part of what future generations (of ai) will think how those concepts would look like. Imagine the inventor of an art style forbidding art students to imitate his style.

You have not supplied a reason for why we should have copyright. To say "Copyright exists because it gives the right to copy" or "Copyright exists to monopolize copying things." is begging the question. It doesn't tell us why recognizing such a concept is desirable. Best you said is, "A thing like copyright is needed. Falsely attributing the creator is problematic" which is a good start and only that.

And this is really about intellectual property, which copyright is one type of. "Copyright is valuable because it restricts copies" is not a particularly useful observation in the age where authored works can be digital. The history of book printing can only guide us so far. Why should intellectual property be protected?

Yes, any answer to that question WILL be an opinion. There is no avoiding that. It is fine to shoot down others' opinions but can you give your own? 

Why should society care if false attribution is going on? That's just the author being arrogant enough to think their work is important enough to be setting standards, right? Why should society care if someone is upset that their ip is being used against their consent? Until you can answer that, you are still avoiding the question. 

Or should we abolish intellectual property? Would it be a better world if everywhere was like China?

You have not supplied a reason for why we should have copyright. To say "Copyright exists because it gives the right to copy" or "Copyright exists to monopolize copying things." is begging the question.

I did not say this to my best understanding of English. You asked why there is copyright, I told you why. Because book press companies cried for monopoly to their rulers. That is why. It came into exstence and no one abolished it.    

Then I disected the article you linked.

And then I said, I agree in principle that something like a copyright should exist. If you wanna know why I think this, it is because we are a society and have concepts like ownership and rules around it.   I also mentioned examples where this copyright thing has gone too far and  is misused.

So the question would be, if whatever rule of ownership of an idea or orginal work should cover  the right to refuse to have this  thing be used to influence other things. The thing in question being an algorithm learning from it. Because an outright copy would already be covered by existing copyright.

I could argue that including this right of refusal would represent an extension of copyright to also be a patent of the idea behind the original work. So no one else could learn enough of the idea of the work to make a similar work or a work based on similar principles. 

So my current opinion is, that no permission would be needed, as it could not be given. Legally speaking. Just as a person would not need a permission to learn from  that other work and get inspiration.  But that person would also get strife for creating plagiarisms. So basically, I put more weight on the usage  and less weight on the creation of those AI tools.

I am also of the opinion that it is shortsighted to put emphasis on the creation of the tools. Especially big companies would have no problems to aquire training material by other means and do AI anyways, but it now would not include the collective influence of all those people that opted out.