conftrace_

selective classification

33 papers

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Also known as

SC

Co-occurring keywords

uncertainty estimation (648) reject option (18) uncertainty quantification (1393) text classification (6793) adversarial attack (1621) deep neural network (1803) adversarial defense (325) confidence scoring (30) confidence estimation (167) deep ensemble (52)

Papers

Inference-Time Selective Debiasing to Enhance Fairness in Text Classification Models NAACL 2025
LiON: Learning Point-Wise Abstaining Penalty for LiDAR Outlier DetectioN Using Diverse Synthetic Data AAAI 2025
Hierarchical Selective Classification NIPS 2024
Overcoming Common Flaws in the Evaluation of Selective Classification Systems NIPS 2024
On the Evaluation of Neural Selective Prediction Methods for Natural Language Processing ACL 2023
Optimal Strategies for Reject Option Classifiers JMLR 2023
Learning Sample Difficulty from Pre-trained Models for Reliable Prediction NIPS 2023
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models ICCV 2023
AUC-based Selective Classification AISTATS 2023
Topics in Selective Classification AAAI 2023
Learning to Defer with Limited Expert Predictions AAAI 2023
Making Pre-trained Language Models both Task-solvers and Self-calibrators ACL 2023
Promoting Fairness in Classification of Quality of Medical Evidence ACL 2023
Top-Ambiguity Samples Matter: Understanding Why Deep Ensemble Works in Selective Classification NIPS 2023
Hybrid Uncertainty Quantification for Selective Text Classification in Ambiguous Tasks ACL 2023
Stratified Adversarial Robustness with Rejection ICML 2023
A Model-Agnostic Heuristics for Selective Classification AAAI 2023
MaskTune: Mitigating Spurious Correlations by Forcing to Explore NIPS 2022
Fair Selective Classification Via Sufficiency ICML 2021
Online Selective Classification with Limited Feedback NIPS 2021
Selective Classification via One-Sided Prediction AISTATS 2021
Disrupting Deep Uncertainty Estimation Without Harming Accuracy NIPS 2021
Identifying regions of trusted predictions UAI 2021
Efficient Learning with Arbitrary Covariate Shift ALT 2021
PLANS: Neuro-Symbolic Program Learning from Videos NIPS 2020