AI Agent

MLE-STAR: Machine Learning Engineering Agent via Search and Targeted Refinement

Jaehyun Nam, Jinsung Yoon, Jiefeng Chen, Jinwoo Shin, Sercan Ö. Arık, Tomas Pfister

机构 * Google Cloud（谷歌云） ； KAIST（韩国科学技术院） 纠错

专题命中 工具调用 ：agent(title)；分类 cs.LG

MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers

Zhenting Wang, Qi Chang, Hemani Patel, Shashank Biju, Cheng-En Wu, Quan Liu, Aolin Ding, Alireza Rezazadeh, Ankit Shah, Yujia Bao, Eugene Siow

专题命中 工具调用 ：tool use(abstract)；planning(abstract)；分类 cs.CL

CBS with Continuous-Time Revisit

Andy Li, Zhe Chen, Danial Harabor, Mor Vered

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)