AutoTrustAI/PaperGuru-Benchmark

Must-read Papers on LLM Agents.

A Comprehensive Benchmark to Evaluate LLMs as Agents (ICLR'24)

The paper list of "Memory in the Age of AI Agents: A Survey"

Awesome AI Memory | LLM Memory | A curated knowledge base on AI memory for LLMs and agents, covering long-term memory, reasoning, retrieval, and memory-native system design. Awesome-AI-Memory 是一个 集中式、持续更新的 AI 记忆知识库，系统性整理了与 大模型记忆（LLM Memory）与智能体记忆（Agent Memory） 相关的前沿研究、工程框架、系统设计、评测基准与真实应用实践。

OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis

[Up-to-date] Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Hindsight: Agent Memory That Learns

The paper list of the 86-page SCIS cover paper "The Rise and Potential of Large Language Model Based Agents: A Survey" by Zhiheng Xi et al.

[ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal