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cs.HC2026
Report on The 1st Workshop on Human-Centered Proactive and Personalized Agents for Interactive Information Access at CHIIR 2026
Kirandeep Kaur, Vinayak Gupta, Tanya Roosta +3
Interactive information access is increasingly moving beyond reactive query-response paradigms toward agentic systems that can personalize interaction, retain context, infer latent…
cs.CY2026
Knowing Isn't Understanding: Re-grounding Generative Proactivity with Epistemic and Behavioral Insight
Kirandeep Kaur, Xingda Lyu, Chirag Shah
Generative AI agents equate understanding with resolving explicit queries, an assumption that confines interaction to what users can articulate. This assumption breaks down when us…
cs.LG2026
PROPER Agents: Proactivity Driven Personalized Agents for Advancing Knowledge Gap Navigation
Kirandeep Kaur, Vinayak Gupta, Aditya Gupta +1
Current approaches to proactive assistance move beyond the ask-and-respond paradigm by anticipating user needs. In practice, they either burden users with clarifying questions or r…