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All SourcesarXiv
#graph memory

Anatomy of Agentic Memory: Taxonomy and Empirical Analysis of Evaluation and System Limitations

Intermediate
Dongming Jiang, Yi Li et al.Feb 22arXiv

This paper explains how AI agents remember things across long conversations and why many current tests don’t truly measure that memory.

#agentic memory#memory-augmented generation#long-context LLMs

RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction

Beginner
Haonan Bian, Zhiyuan Yao et al.Jan 11arXiv

RealMem is a new benchmark that tests how well AI assistants remember and manage long, ongoing projects across many conversations.

#RealMem#long-term memory#project-oriented interactions

AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Intermediate
Jiafeng Liang, Hao Li et al.Dec 29arXiv

This survey links how human brains remember things to how AI agents should remember things so they can act smarter over time.

#agent memory#episodic memory#semantic memory