"linear classifiers" Papers

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Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification

Yunzhen Feng, Elvis Dohmatob, Pu Yang et al.

ICLR 2025arXiv:2406.07515
28
citations

Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution

Haiyan Zhao, Heng Zhao, Bo Shen et al.

ICLR 2025arXiv:2410.00153
19
citations

Optimal and Provable Calibration in High-Dimensional Binary Classification: Angular Calibration and Platt Scaling

Yufan Li, Pragya Sur

NEURIPS 2025spotlightarXiv:2502.15131

Consistent Adversarially Robust Linear Classification: Non-Parametric Setting

Elvis Dohmatob

ICML 2024

Restoring balance: principled under/oversampling of data for optimal classification

Emanuele Loffredo, Mauro Pastore, Simona Cocco et al.

ICML 2024arXiv:2405.09535
13
citations