Projects

G-LNS: Generative Large Neighborhood Search for LLM-Based Automatic Heuristic Design

🧬 Revolutionary framework that uses Large Language Models to automatically design Large Neighborhood Search operators for combinatorial optimization. Through synergy-aware co-evolution of destroy and repair operators, achieves near-optimal solutions with reduced computational budgets on TSP and CVRP benchmarks.

Evo-MCTS: Evolutionary Monte Carlo Tree Search for Gravitational Wave Detection

🧬 Revolutionary LLM-guided framework for automated algorithmic discovery in gravitational wave detection. Combines evolutionary optimization with Monte Carlo Tree Search to achieve 20.2% improvement over domain-specific methods and 59.1% over LLM-based optimization frameworks on MLGWSC-1 benchmark.

GW150914 MCP Signal Search: AI-Powered Gravitational Wave Detection

🌊 AI-powered gravitational wave detection system using Model Context Protocol (MCP) for efficient parameter space exploration. Features optimization client, analysis server, and automated parameter exploration for LIGO GW150914 data with LLM-agent validation.

引力波数据探索:编程与分析实战训练营

Gravitational Wave Data Exploration: A Practical Training in Programming and Analysis

Gravitational Waves Astronomy and Beyond

A list of _general_ and nice review articles, chapters, tutorials, blog posts and sort of materials related to Gravitational Waves Astronomy.

PyTorch Deep Learning Course Materials

PyTorch 深度学习实战课程材料,原为万门大学录制(2021年),聚焦PyTorch框架,重实践、轻理论,适合具备基础Python知识的学习者。

Gravitational Waves Data Analysis

All I need to know on "*data analysis in gravitational-wave science*".

Survey4GWML

A survey on gravitational waves researches using machine learning techniques. (a brand-new verion is on going...)

My Dissertation [zh-CN]

Title: Research on Data Analysis of Deep Learning in Gravitational Wave Detection.

CS231n Resources

Collection & learning notes on CS231n course.