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Paper: MRMMIA: Membership Inference Attacks on Memory in Chat Agents


type: paper title: "MRMMIA: Membership Inference Attacks on Memory in Chat Agents" authors: Kai Chen, Yan Pang, Tianhao Wang year: 2026 venue: arXiv url: https://arxiv.org/abs/2605.27825 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-05-27 updated_at: 2026-05-27 status: queued relevance: high topics:

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

benchmarks:

models:

datasets:

  • cs.CR
  • cs.LG related_concepts:

collection_score: 14 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, agent-safety, memory, rag, tool-use
  • arXiv categories: cs.CR, cs.LG
  • collection score: 14

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?