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Agent Memory 21篇论文学习路线
来源主文:一口气读完 agent memory 的 21 篇核心论文
MemGPT - Towards LLMs as Operating Systems
论文:MemGPT: Towards LLMs as Operating Systems 链接:https://arxiv.org/abs/2310.08560 代码:https://github.com/cpacker/MemGPT
MemoryBank - Long Term Memory with Forgetting
论文:MemoryBank: Enhancing Large Language Models with LongTerm Memory 链接:https://arxiv.org/abs/2305.10250
Zep - Temporal Knowledge Graph Memory
论文:ZEP: A Temporal Knowledge Graph Architecture for Agent Memory 链接:https://arxiv.org/pdf/2501.13956 代码:https://github.com/getzep/zep
A - MEM - Agentic Memory
论文:AMEM: Agentic Memory for LLM Agents 链接:https://arxiv.org/abs/2502.12110
Mem0 - Production Ready Long Term Memory
论文:Mem0: Building ProductionReady AI Agents with Scalable LongTerm Memory 链接:https://arxiv.org/abs/2504.19413 代码:https://github.com/mem0ai/mem0
MemOS - Memory OS for AI System
论文:MemOS: A Memory OS for AI System 链接:https://arxiv.org/abs/2505.22101
MIRIX - Multi Agent Memory System
论文:MIRIX: MultiAgent Memory System for LLMBased Agents 链接:https://arxiv.org/abs/2507.07957
HippoRAG - Neurobiological Long Term Memory
论文:HippoRAG: Neurobiologically Inspired LongTerm Memory for Large Language Models 链接:https://arxiv.org/abs/2405.14831 代码:https://github.com/OSUNLPGroup/HippoRAG
Generative Agents - Memory Stream
论文:Generative Agents: Interactive Simulacra of Human Behavior 链接:https://arxiv.org/abs/2304.03442
Voyager - Skill Library as Memory
论文:Voyager: An OpenEnded Embodied Agent with Large Language Models 链接:https://arxiv.org/abs/2305.16291 代码:https://github.com/MineDojo/Voyager
Memorizing Transformers - KNN Memory
论文:Memorizing Transformers 本地原文:
MemoryLLM - Self Updatable LLM
论文:MemoryLLM: Towards SelfUpdatable Large Language Models 本地原文:
Memory3 - Explicit Memory
论文:Memory3: Language Modeling with Explicit Memory 本地原文:
WISE - Lifelong Model Editing
论文:WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models 本地原文:
Titans - Learning to Memorize at Test Time
论文:Titans: Learning to Memorize at Test Time 本地原文:
Memory in the Age of AI Agents
论文:Memory in the Age of AI Agents: A Survey Forms, Functions and Dynamics 本地原文:
Agent Memory Survey
论文:A Survey on the Memory Mechanism of Large Language Model based Agents 本地原文:
CoALA - Cognitive Architectures for Language Agents
论文:Cognitive Architectures for Language Agents 本地原文:
Multimodal Memory Survey
资源:Awesome Multimodal Memory 本地资源清单:
Reflexion - Verbal Reinforcement Learning
论文:Reflexion: Language Agents with Verbal Reinforcement Learning 本地原文:
MemLong - Long Context Memory Retrieval
论文:MemLong: MemoryAugmented Retrieval for Long Text Modeling 本地原文: