AI Agent

The Complexity Trap: Simple Observation Masking Is as Efficient as LLM Summarization for Agent Context Management

Tobias Lindenbauer, Igor Slinko, Ludwig Felder, Egor Bogomolov, Yaroslav Zharov

机构 * JetBrains Research（JetBrains研究院） ； School of Computation, Information and Technology, Technical University of Munich（技术大学慕尼黑计算、信息与技术学院） 纠错

专题命中 记忆与上下文管理 ：agent(title,abstract)；tool-use(abstract)；分类 cs.AI、cs.SE

Comments v3: DL4C camera-ready version to be presented at the 4th DL4C workshop co-located with NeurIPS '25; added OpenHands generality probe, added hybrid context management strategy

Alita-G: Self-Evolving Generative Agent for Agent Generation

Jiahao Qiu, Xuan Qi, Hongru Wang, Xinzhe Juan, Yimin Wang, Zelin Zhao, Jiayi Geng, Jiacheng Guo, Peihang Li, Jingzhe Shi, Shilong Liu, Mengdi Wang

专题命中 记忆与上下文管理 ：agent(title,abstract)；分类 cs.AI

Comments 15 pages, 3 figures

Policies over Poses: Reinforcement Learning based Distributed Pose-Graph Optimization for Multi-Robot SLAM

Sai Krishna Ghanta, Ramviyas Parasuraman

机构 * School of Computing, University of Georgia（计算机学院，佐治亚大学） 纠错

专题命中 记忆与上下文管理 ：agent(abstract,comments)；multi-agent(abstract,comments)；分类 cs.AI

Comments IEEE International Symposium on Multi-Robot & Multi-Agent Systems (MRS) 2025

Approximately optimal distributed controls for high-dimensional stochastic systems with pairwise interaction through controls

Elise Devey

专题命中 记忆与上下文管理 ：agent(abstract)