"selective classification" Papers

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Confidence Estimation for Error Detection in Text-to-SQL Systems

Oleg Somov, Elena Tutubalina

AAAI 2025paperarXiv:2501.09527
10
citations

Integral Imprecise Probability Metrics

Siu Lun (Alan) Chau, Michele Caprio, Krikamol Muandet

NEURIPS 2025arXiv:2505.16156
7
citations

Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It

Guoxuan Xia, Olivier Laurent, Gianni Franchi et al.

ICLR 2025arXiv:2403.14715
8
citations

What Does It Take to Build a Performant Selective Classifier?

Stephan Rabanser, Nicolas Papernot

NEURIPS 2025arXiv:2510.20242
1
citations

Confidence-aware Contrastive Learning for Selective Classification

Yu-Chang Wu, Shen-Huan Lyu, Haopu Shang et al.

ICML 2024arXiv:2406.04745
5
citations

OT-CLIP: Understanding and Generalizing CLIP via Optimal Transport

Liangliang Shi, Jack Fan, Junchi Yan

ICML 2024

Two Heads are Actually Better than One: Towards Better Adversarial Robustness via Transduction and Rejection

Nils Palumbo, Yang Guo, Xi Wu et al.

ICML 2024arXiv:2305.17528