Ecole: A Gym-like Library for Machine Learning in Combinatorial Optimization Solvers

Learning Meets Combinatorial Algorithms at NeurIPS2020(2020)

引用 26|浏览30
暂无评分
摘要
We present Ecole, a new library to simplify machine learning research for combinatorial optimization. Ecole exposes several key decision tasks arising in general-purpose combinatorial optimization solvers as control problems over Markov decision processes. Its interface mimics the popular OpenAI Gym library and is both extensible and intuitive to use. We aim at making this library a standardized platform that will lower the bar of entry and accelerate innovation in the field. Documentation and code can be found at https://www.ecole.ai.
更多
查看译文
关键词
optimization,machine learning,library,gym-like
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要