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Paper: Koala — Cross-Substrate Tactical Representations and Zero-Shot Transfer in Graph-Based Go
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Koala: Cross-Substrate Tactical Representations in Graph-Based Go [pdf]
by piastresx·Jun 17, 2026·1 point·0 comments
AI Analysis
●●SolidBig BrainWizardry
Single weight set plays Go on Penrose tilings and 3D lattices via zero-shot transfer.
Strengths
- •Coordinate-free topology-aware architecture enables genuine cross-substrate tactical transfer.
- •Feature-leakage-controlled probing analysis shows decodability is architectural not learned.
- •Playable webapp demo lets you test the engine on exotic board geometries.
Weaknesses
- •Research paper format limits immediate practical utility for most developers.
- •Niche audience of Go engine researchers and ML academics, not general developers.
Category
Target Audience
ML researchers, game AI developers, Go enthusiasts
Similar To
KataGo · AlphaGo · Leela Zero
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