2 papers
cs.IR2026
AgentWebRec: Compact Evidence Fusion over the Agent Web for Personalized Recommendation
Haoran Qiang, Guannan Liu, Liang Zhang +1
LLM-based personal agents are emerging as persistent carriers of user semantics and intermediaries between users and recommendation platforms, maintaining richer user knowledge loc…
cs.AI2026
UpliftMem: Learning Set-Level Uplift for Agent Memory Retrieval
Mengkun Liang, Haoran Qiang, Guannan Liu +1
Large language model (LLM) agents reuse external memory to guide new tasks, but effective retrieval requires learning which memory sets improve execution. Such learning relies on c…