2025 "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 2025posterarXiv:2406.07515

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

Haiyan Zhao, Heng Zhao, Bo Shen et al.

ICLR 2025posterarXiv:2410.00153
16
citations

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

Yufan Li, Pragya Sur

NeurIPS 2025spotlightarXiv:2502.15131