2 citations · 2 across the 6 of their papers we have counts for
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cs.AI2026
Why Bother Me Again? Benchmarking Personal Agent Memory for Interaction Preferences
Jialin Li, Zhenhao Chen, Hanjun Luo +1
Personal intelligence systems are taking on increasingly complex everyday tasks, yet repeated questions, unnecessary confirmations, and unwanted outreach can turn capable assistanc…
cs.AI2024★ 2 cited
MMAC-Copilot: Multi-modal Agent Collaboration Operating Copilot
Zirui Song, Yaohang Li, Meng Fang +6
Large language model agents that interact with PC applications often face limitations due to their singular mode of interaction with real-world environments, leading to restricted…