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cs.AI2026
When Memory Becomes Authority: Benchmarking Authority Collapse at the Memory Consolidation Boundary
Qiuyang Zhan, Rui Zhang, Sheng Guo +2
Persistent memory allows (self-evolving) LLM agents to adapt across tasks by consolidating heterogeneous interaction histories into reusable facts, preferences, observations, and r…
cs.AI2026
SafeSearch: Automated Red-Teaming of LLM-Based Search Agents
Jianshuo Dong, Sheng Guo, Hao Wang +6
Search agents connect LLMs to the Internet, enabling them to access broader and more up-to-date information. However, this also introduces a new threat surface: unreliable search r…