"agnostic learning" Papers

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Agnostic Continuous-Time Online Learning

Pramith Devulapalli, Changlong Wu, Ananth Grama et al.

NEURIPS 2025

Agnostic Learning under Targeted Poisoning: Optimal Rates and the Role of Randomness

Bogdan Chornomaz, Yonatan Koren, Shay Moran et al.

NEURIPS 2025spotlightarXiv:2506.03075
1
citations

Improved Bounds for Swap Multicalibration and Swap Omniprediction

Haipeng Luo, Spandan Senapati, Vatsal Sharan

NEURIPS 2025spotlightarXiv:2505.20885
2
citations

Robust Regression of General ReLUs with Queries

Ilias Diakonikolas, Daniel Kane, Mingchen Ma

NEURIPS 2025

Sample-Adaptivity Tradeoff in On-Demand Sampling

Nika Haghtalab, Omar Montasser, Mingda Qiao

NEURIPS 2025spotlightarXiv:2511.15507

Smoothed Agnostic Learning of Halfspaces over the Hypercube

Yiwen Kou, Raghu Meka

NEURIPS 2025arXiv:2511.17782

Agnostic Learning of Mixed Linear Regressions with EM and AM Algorithms

Avishek Ghosh, Arya Mazumdar

ICML 2024arXiv:2406.01149

Robustly Learning Single-Index Models via Alignment Sharpness

Nikos Zarifis, Puqian Wang, Ilias Diakonikolas et al.

ICML 2024arXiv:2402.17756
12
citations