Method Drift›Agent / long-term memory

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AtomMem

AtomMem : Learnable Dynamic Agentic Memory with Atomic Memory Operation

Agent / long-term memory · first seen Jan 13, 2026

current frontier — recent, not yet superseded in the knowledge base

0 papers critique it · 0 beat it on benchmarks

Newer alternatives

Recent methods in the same sub-problem, not yet superseded in the knowledge base.

HingeMem HingeMem: Boundary Guided Long-Term Memory with Query Adaptive Retrieval for Scalable Dialogues
Apr 8, 2026
AtomMem AtomMem : Learnable Dynamic Agentic Memory with Atomic Memory Operation
Jan 13, 2026
REMem Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory
Nov 25, 2025
Generative Semantic Workspace (GSW)Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces
Nov 10, 2025
CAM CAM: A Constructivist View of Agentic Memory for LLM-Based Reading Comprehension
Oct 7, 2025
PREMem Pre-Storage Reasoning for Episodic Memory: Shifting Inference Burden to Memory for Personalized Dialogue
Sep 13, 2025