Скачать или смотреть When LLMs Meet Evolution: The New Era of AI Knowledge

This video explores FunSearch, a groundbreaking novel system that combines the power of Large Language Models (LLMs) with evolutionary algorithms to discover genuine new mathematical knowledge. Unlike traditional AI approaches that search for raw answers, FunSearch searches for the programs that generate solutions, allowing it to iteratively improve computer code and effectively filter out AI hallucinations.
We dive into how this AI-guided evolutionary procedure achieved the first scientific discovery for established open problems, such as the cap set problem in extremal combinatorics, officially surpassing previous human knowledge. We also examine its practical utility in finding superior heuristics for real-world industrial challenges like online bin packing. This marks a significant step forward in using artificial intelligence to push the boundaries of scientific research.
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