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Parables on the Power of Planning in AI: From Poker to Diplomacy: Noam Brown (OpenAI)

  • planning significantly improves machine learning system performance
  • planning in machine learning systems can be implemented via e.g. Monte Carlo search
  • planning is useful in domains with a large generator-verifier gap
  • the generator-verifier refers to problems where it’s much easier to verify a solution than it is to generate one