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cs.AI2026
When Should Agents Check External State? Budgeting Observations for Stored Intentions
Zhengkun Di, Bin Shi, Kai Sun +2
Prospective memory allows an agent to retain an intention tied to a future condition, but the stored intention does not reveal whether that condition currently holds. Checking it m…
cs.AI2026
Cross-Relational Preference Learning for Better LLM Instruction Following
Runsheng Li, Kai Sun, Bin Shi +1
Large Language Models (LLMs) still exhibit limited capability in following complex instructions. While existing approaches often rely on preference learning to enhance this ability…