Evo-MCTS: Evolutionary Monte Carlo Tree Search for Gravitational Wave Detection
He Wang
🧬 Overview Evo-MCTS represents a breakthrough in automated scientific algorithm discovery, introducing the first integration of Large Language Model (LLM) guidance with domain-aware physical constraints for gravitational wave detection. This groundbreaking framework systematically explores algorithmic solution spaces through tree-structured search enhanced by evolutionary optimization, addressing fundamental limitations of existing approaches like matched filtering and deep neural networks. Deve