Shen Dong
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126
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2026
No Attacker Needed: Unintentional Cross-User Contamination in Shared-State LLM Agents
This paper identifies and analyzes unintentional cross-user contamination (UCC), a failure mode where benign, scope-bound artifacts degrade the outcomes of different users in shared-state LLM agents, requiring artifact-level defenses.
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cs.CLcs.AIcs.CRRecentApr 1, 2026
No Attacker Needed: Unintentional Cross-User Contamination in Shared-State LLM Agents
Tiankai Yang, Jiate Li, Yi Nian, Shen Dong +4 more
This paper identifies and analyzes unintentional cross-user contamination (UCC), a failure mode where benign, scope-bound artifacts degrade the outcomes of different users in shared-state LLM agents,…
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