ICML 2024 "robust learning" Papers

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Adaptive Robust Learning using Latent Bernoulli Variables

Aleksandr Karakulev, Dave Zachariah, Prashant Singh

ICML 2024posterarXiv:2312.00585

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

Runqi Lin, Chaojian Yu, Bo Han et al.

ICML 2024posterarXiv:2405.16262

Lookbehind-SAM: k steps back, 1 step forward

Gonçalo Mordido, Pranshu Malviya, Aristide Baratin et al.

ICML 2024posterarXiv:2307.16704

Provably Robust DPO: Aligning Language Models with Noisy Feedback

Sayak Ray Chowdhury, Anush Kini, Nagarajan Natarajan

ICML 2024posterarXiv:2403.00409