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If the only understanding of the rules is what has been tried/untried, that is definitionally a statistical model. A valid rules model does not require to see
by nickelpro 4y ago
If the only understanding of the rules is what has been tried/untried, that is definitionally a statistical model.
A valid rules model does not require to see all possible rules be played to understand the legality of a move.
So the LLM under study here could be at most, an invalid rules model. But an invalid rules model is indistinguishable from a statistical model, and the authors give no evidence for why we should believe it to be the former instead of the latter.
- pyinstallwoes 4y agoSo, quantum mechanics?
- karmakaze 4y agoAn interesting comparison is between AlphaZero and MuZero[0], the latter having not been given the rules and has improved upon AlphaZero in Go. > "MuZero really is discovering for itself how to build a model and understand it just from first principles." — David Silver, DeepMind So yes to both: statistical and a world model. [0] https://en.wikipedia.org/wiki/MuZero https://en.wikipedia.org/wiki/MuZero