Papers30

#LLM agents

Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning

Yuyang Hu, Jiongnan Liu et al.Jan 8arXiv

This paper turns an AI agent’s memory from a flat list of notes into a logic map of events connected by cause-and-time links.

#event-centric memory#Event Graph#logic-aware retrieval

Evolving Programmatic Skill Networks

Intermediate

Haochen Shi, Xingdi Yuan et al.Jan 7arXiv

This paper teaches a computer agent to grow a toolbox of skills that are real, runnable programs, not just text ideas.

#Programmatic Skill Network#continual learning#symbolic programs

BEDA: Belief Estimation as Probabilistic Constraints for Performing Strategic Dialogue Acts

Intermediate

Hengli Li, Zhaoxin Yu et al.Dec 31arXiv

This paper presents BEDA, a simple way to make chatty AI act strategically by turning what it believes into gentle rules (probabilistic constraints) that guide what it can say.

#strategic dialogue#belief estimation#probabilistic constraints

Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization

Intermediate

Yuchen Shi, Yuzheng Cai et al.Dec 31arXiv

Youtu-Agent is a build-and-grow factory for AI agents that cuts manual setup and keeps agents improving over time.

#LLM agents#automated agent generation#modular architecture

GenEnv: Difficulty-Aligned Co-Evolution Between LLM Agents and Environment Simulators

Intermediate

Jiacheng Guo, Ling Yang et al.Dec 22arXiv

GenEnv is a training system where a student AI and a teacher simulator grow together by exchanging tasks and feedback.

#GenEnv#co-evolutionary learning#difficulty-aligned curriculum

Achieving Olympia-Level Geometry Large Language Model Agent via Complexity Boosting Reinforcement Learning

Intermediate

Haiteng Zhao, Junhao Shen et al.Dec 11arXiv

This paper builds InternGeometry, a large language model agent that solves Olympiad-level geometry by talking to a math engine, remembering what worked, and trying smart new ideas.

#InternGeometry#geometry theorem proving#auxiliary constructions

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