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cs.AI2026
ConMem: Counterfactual Multi-Scenario Probing for Resolving LLM Memory Misalignment
Shuning Zhang, Tenghao Ji, Jingruo Chen +3
Long-term memory is critical for autonomous Large Language Model (LLM) agents executing multi-session, long-horizon tasks. However, existing memories often inappropriately store, r…
cs.AI2026
CIDER: A Dataset of Contextual Disclosure Boundaries for Privacy Preference Alignment
Bingcan Guo, Eryue Xu, Jijie Zhou +2
Aligning large language models (LLMs) with human privacy preferences requires capturing individuals' disclosure boundaries beyond general privacy norms. However, a gap remains in e…