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NeurIPS 2026OralU Illinois at Urbana-ChampaignU Illinois Urbana-ChampaignCS @ UIUCLLM agents & planning

AgentAbstain: Do LLM Agents Know When Not to Act?

Xun Liu, Yi Evie Zhang, Vira Kasprova, Parisa Rabbani and 4 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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lenient 1/5
medium 1/10
strict 0/5
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NeurIPS 2026U Illinois at Urbana-ChampaignCS @ UIUCU IllinoisU Illinois Urbana-ChampaignMachine unlearning

You Can’t Have It Both Ways: Concept Entanglement Limits Diffusion Model Unlearning

Concept entanglement in diffusion models forces a trade-off where robust unlearning of a target necessarily damages overlapping concepts proportionally to their overlap.

Yian Wang, Ali Ebrahimpour-Boroojeny, Hari Sundaram, Varun Chandrasekaran

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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15/20 AI panelreviewers recommend it

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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 4/5