Poster "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 2025arXiv:2502.16021
1
citations

Provable unlearning in topic modeling and downstream tasks

Stanley Wei, Sadhika Malladi, Sanjeev Arora et al.

ICLR 2025arXiv:2411.12600
2
citations

Provably Safeguarding a Classifier from OOD and Adversarial Samples

Nicolas Atienza, Johanne Cohen, Christophe Labreuche et al.

ICLR 2025arXiv:2501.10202

Adversarial Robustification via Text-to-Image Diffusion Models

Daewon Choi, Jongheon Jeong, Huiwon Jang et al.

ECCV 2024arXiv:2407.18658
2
citations

Robust Yet Efficient Conformal Prediction Sets

Soroush H. Zargarbashi, Mohammad Sadegh Akhondzadeh, Aleksandar Bojchevski

ICML 2024arXiv:2407.09165
18
citations

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

Nils Palumbo, Yang Guo, Xi Wu et al.

ICML 2024arXiv:2305.17528