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Candidate Generation for 9-Ball AI Shots

Candidate Generation for 9-Ball AI Shots
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๐Ÿค–Read original on Reddit r/MachineLearning

๐Ÿ’กPractical optimizations for game AI shot evaluation without slow sims

โšก 30-Second TL;DR

What Changed

Transformer predicts p(win) from table layout

Why It Matters

Shows efficient methods for simulation-heavy game AI, scalable to training millions of decisions.

What To Do Next

Precompute acceptance windows for your physics sim-based AI applications.

Who should care:Developers & AI Engineers

Key Points

  • โ€ขTransformer predicts p(win) from table layout
  • โ€ขGenerator includes cut, bank, kick, carom shots
  • โ€ขPrecomputed lookups avoid full simulations per shot
  • โ€ขPooltool sims take 5-50ms; lookups enable fast eval
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Original source: Reddit r/MachineLearning โ†—