Are AI models narrowly creative?
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AIs have created output that is not only novel, but seems to constitute new knowledge (resilient information), such as the famous Move 37 from AlphaGo. That is new knowledge because the move was not present in the training data explicitly, nor did the designers construct it.
Move 37 was not new knowledge. It was the winning choice in that situation before the AI ever existed, because it was deducible from the game's rules and the current board state. It was implicit knowledge, already contained in the system at that time. AlphaGo made it explicit, by finding it, like a search engine, but did not create it. If you calculate the trillionth digit of pi, you haven't created new knowledge, at least not in any sense we should mean. You have simply revealed a value that was already fixed by a definition.
The fact that Move 37 wasn't explicitly in the training data or the programmers is irrelevant to its status as knowledge. This is true for pi, and for all content created by AI at the time of this writing.
If there had been no AlphaGo and no Move 37, and a human had made that move, as they have similar moves, it would no doubt be called creative genius (as similar moves have). Isn't the above a double standard?
If the human made Move 37 for the same reason as AlphaGo, it would not be creative. Such moves are creative when humans make them because they are not deducing them (they can't due to practical limitations). If something can be deduced, it is not creative. Creativity is the conjecture of a new structure which is not derivable/deducible/implicit via existing rules of inference. All AI-generated art is implicit in the training data and model design in the same sense, so is not being made via creativity.
This highlights the core mystery of AGI/creativity: if it is the creation of something which cannot be deduced from existing rules (yet is still helpful, hard-to-vary, knowledge-bearing, etc.), how can it be programmed? In a sense it cannot, as Deutsch writes: "...what distinguishes human brains from all other physical systems is qualitatively different from all other functionalities, and cannot be specified in the way that all other attributes of computer programs can be. It cannot be programmed by any of the techniques that suffice for writing any other type of program." [https://aeon.co/essays/how-close-are-we-to-creating-artificial-intelligence]
The definition of fitness that rendered Move 37 the best choice originated outside the system.
The definition of fitness for DNA also originated outside it, so this doesn't in itself suggest the system isn't actually creating new knowledge.