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Showing papers from University of Pennsylvannia Show all papers

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NeurIPS 2026U PennsylvaniaU PennsylvanniaAdversarial robustness

Reliable Abstention under Adversarial Injections: Lower Bounds and New Upper Bounds

Ezra Edelman, Surbhi Goel

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U PennsylvaniaMITCornellU PennsylvanniaHuman-AI interaction

Narrowing the Collaboration Gap, Probably

Mirah Shi, Marcel Hussing, Natalie Collina, Ira Globus-Harris and 2 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U PennsylvanniaU Pennsylvania, University of PeColumbiaImitation learning

Learning When to Stop: Selective Imitation Learning Under Arbitrary Dynamics Shift

Selective imitation with SeqRejectron learns when to stop under arbitrary dynamics shifts, yielding horizon-free sample complexity via validator-based stopping rules with completeness and soundness guarantees.

Surbhi Goel, Jonathan Pei, James Wang

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
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medium 6/10
strict 2/5