Poster "robust learning" Papers

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Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness

Qi Zhang, Yifei Wang, Jingyi Cui et al.

ICLR 2025arXiv:2410.21331

Robust Minimax Boosting with Performance Guarantees

Santiago Mazuelas, Veronica Alvarez

NEURIPS 2025arXiv:2510.13445

Tight Asymptotics of Extreme Order Statistics

Matias Romero, Frederik Mallmann-Trenn, Jose Correa

Adaptive Robust Learning using Latent Bernoulli Variables

Aleksandr Karakulev, Dave Zachariah, Prashant Singh

ICML 2024arXiv:2312.00585

Layer-Aware Analysis of Catastrophic Overfitting: Revealing the Pseudo-Robust Shortcut Dependency

Runqi Lin, Chaojian Yu, Bo Han et al.

ICML 2024arXiv:2405.16262

Lookbehind-SAM: k steps back, 1 step forward

Gonçalo Mordido, Pranshu Malviya, Aristide Baratin et al.

ICML 2024arXiv:2307.16704

Provably Robust DPO: Aligning Language Models with Noisy Feedback

Sayak Ray Chowdhury, Anush Kini, Nagarajan Natarajan

ICML 2024arXiv:2403.00409