Automated Algorithmic Discovery for Scientific Computing through LLM-Guided Evolutionary Search: A Case Study in Gravitational-Wave Detection

Highlights Breakthrough in Automated Algorithm Discovery : Evo-MCTS represents a paradigm shift in scientific computing by enabling automated discovery of interpretable algorithms that match or exceed human-designed solutions. Exceptional Performance Gains : Achieves 20.2% improvement over domain-specific methods and 59.1% improvement over LLM-based optimization frameworks in gravitational wave…