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| author | Dylan <boss@tehbox.org> | 2026-11-05 13:46:28 +1300 |
|---|---|---|
| committer | Dylan <boss@tehbox.org> | 2026-11-05 13:46:28 +1300 |
| commit | 94f3df190a91898eb344b9214a57eb31792bcb1c (patch) | |
| tree | db123ed498e84453d89da4df99253e56e6ded259 /docs/search.md | |
| parent | 8b6323efba32da9e3651ce882c02a6e7a6671f23 (diff) | |
| download | tigers-and-sheep-94f3df190a91898eb344b9214a57eb31792bcb1c.tar.gz tigers-and-sheep-94f3df190a91898eb344b9214a57eb31792bcb1c.zip | |
feat: Neural network opponent trained by self-play
- NeuralPlayer: a MinimaxPlayer that scores positions with a small MLP
(network.rs, hand-written backprop and Adam, no new dependencies)
- train subcommand: self-play with TD(lambda) targets, cut at random
exploration moves so sheep blunders don't bias the net towards tigers
- neural subcommand: play against a trained network
- evaluate now gets the side to move
- Board symmetries; the search cache keys by the canonical board, which
halves the depth-9 bench time with identical moves and scores
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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