"robust learning" Papers

9 papers found

Filters:robust learningClear all

Conference

AAAI 2025 (3,028)COLM 2025 (418)CVPR 2025 (2,873)ICCV 2025 (2,701)ICLR 2025 (3,827)ICML 2025 (3,340)ISMAR 2025 (229)NEURIPS 2025 (5,858)AAAI 2024 (2,289)CVPR 2024 (2,716)ECCV 2024 (2,387)ICLR 2024 (2,297)ICML 2024 (2,635)

Paper Type

poster (24,624)paper (8,558)oral (1,594)spotlight (1,421)highlight (975)

Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness

Qi Zhang, Yifei Wang, Jingyi Cui et al.

ICLR 2025arXiv:2410.21331
4
citations

Combating Semantic Contamination in Learning with Label Noise

Wenxiao Fan, Kan Li

AAAI 2025paperarXiv:2412.11620
1
citations

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

NEURIPS 2025

Adaptive Robust Learning using Latent Bernoulli Variables

Aleksandr Karakulev, Dave Zachariah, Prashant Singh

ICML 2024arXiv:2312.00585
1
citations

Federated Learning with Extremely Noisy Clients via Negative Distillation

Yang Lu, Lin Chen, Yonggang Zhang et al.

AAAI 2024paperarXiv:2312.12703
21
citations

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

Runqi Lin, Chaojian Yu, Bo Han et al.

ICML 2024arXiv:2405.16262
6
citations

Lookbehind-SAM: k steps back, 1 step forward

Gonçalo Mordido, Pranshu Malviya, Aristide Baratin et al.

ICML 2024arXiv:2307.16704
3
citations

Provably Robust DPO: Aligning Language Models with Noisy Feedback

Sayak Ray Chowdhury, Anush Kini, Nagarajan Natarajan

ICML 2024arXiv:2403.00409
103
citations