agent/papers/items/2026-2605-19952-rethinking-how-to-remember-beyond-atomic-facts-in-lifelong-llm-agent-memory.md

Paper: Rethinking How to Remember: Beyond Atomic Facts in Lifelong LLM Agent Memory

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type: paper title: "Rethinking How to Remember: Beyond Atomic Facts in Lifelong LLM Agent Memory" authors: Jingwei Sun, Jianing Zhu, Jiangchao Yao, Tongliang Liu, Bo Han year: 2026 venue: arXiv url: https://arxiv.org/abs/2605.19952 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-05-19 updated_at: 2026-05-19 status: queued relevance: high topics:

• agent-evaluation
• memory
• rag
• reasoning
• tool-use methods:

benchmarks:

models:

datasets:

• cs.CL related_concepts:

related_jobs:

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related_projects:

collection_score: 18 collection_queries: agent-memory

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: agent-memory
• inferred topics: agent-evaluation, memory, rag, reasoning, tool-use
• arXiv categories: cs.CL
• collection score: 18

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2605.19952