AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents Paper • 2407.04363 • Published Jul 5, 2024 • 33
Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning Paper • 2508.19828 • Published Aug 27 • 7
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Paper • 2507.05257 • Published Jul 7 • 14
Hierarchical Memory for High-Efficiency Long-Term Reasoning in LLM Agents Paper • 2507.22925 • Published Jul 23 • 1
MapAgent: Trajectory-Constructed Memory-Augmented Planning for Mobile Task Automation Paper • 2507.21953 • Published Jul 29
Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency Paper • 2309.17382 • Published Sep 29, 2023 • 5
HiAgent: Hierarchical Working Memory Management for Solving Long-Horizon Agent Tasks with Large Language Model Paper • 2408.09559 • Published Aug 18, 2024
AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs Paper • 2508.16153 • Published Aug 22 • 158
MEM1: Learning to Synergize Memory and Reasoning for Efficient Long-Horizon Agents Paper • 2506.15841 • Published Jun 18 • 2
MemoryBank: Enhancing Large Language Models with Long-Term Memory Paper • 2305.10250 • Published May 17, 2023
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Paper • 2505.00675 • Published May 1 • 3