Ruowang Zhang
1 indexed paper
Recent (6 mo)
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126
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NLP×1AI×1HCI×1
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2026
Do Proactive Agents Really Need an LLM to Decide When to Wake and What to Anchor?
The paper proposes replacing expensive, always-on LLM calls for proactive agent triggering with a specialized Temporal-Graph-Learning (TGL) model, significantly improving efficiency and performance.
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Papers
cs.CLcs.AIcs.HCRecentMay 28, 2026
Do Proactive Agents Really Need an LLM to Decide When to Wake and What to Anchor?
Xiaoze Liu, Ruowang Zhang, Amir H. Abdi, Michel Galley +4 more
The paper proposes replacing expensive, always-on LLM calls for proactive agent triggering with a specialized Temporal-Graph-Learning (TGL) model, significantly improving efficiency and performance.
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