Recent Advances in Simulation-based Inference for Gravitational Wave Data Analysis
He Wang Research Associate Knowledge increases by sharing but not by saving
Highlights Comprehensive Survey : First comprehensive review of simulation-based inference (SBI) methods specifically tailored for gravitational wave data analysis, covering both theoretical foundations and practical applications. Five Major SBI Frameworks : In-depth coverage of Neural Posterior Estimation (NPE), Neural Ratio Estimation (NRE), Neural Likelihood Estimation (NLE), Flow Matching Posterior Estimation (FMPE), and Consistency Model Posterior Estimation (CMPE). Computational Efficiency