"provable guarantees" Papers

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Learning Neural Networks with Distribution Shift: Efficiently Certifiable Guarantees

Gautam Chandrasekaran, Adam Klivans, Lin Lin Lee et al.

ICLR 2025posterarXiv:2502.16021
1
citations

Robust Yet Efficient Conformal Prediction Sets

Soroush H. Zargarbashi, Mohammad Sadegh Akhondzadeh, Aleksandar Bojchevski

ICML 2024poster

Two Heads are Actually Better than One: Towards Better Adversarial Robustness via Transduction and Rejection

Nils Palumbo, Yang Guo, Xi Wu et al.

ICML 2024poster