conftrace_

classification error

38 papers

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Co-occurring keywords

error bound (88) learning theory (519) pac learning (283) generalization bound (652) convergence rate (607) exponential convergence (28) error analysis (160) surrogate loss (94) halfspace learning (30) distribution shift (722)

Papers

Towards Provably Unlearnable Examples via Bayes Error Optimization AAAI 2026
Validate Your Authority: Benchmarking LLMs on Multi-Label Precedent Treatment Classification EMNLP 2025
Human and AI Perceptual Differences in Image Classification Errors AAAI 2025
Gradual Domain Adaptation via Manifold-Constrained Distributionally Robust Optimization NIPS 2024
Realizable $H$-Consistent and Bayes-Consistent Loss Functions for Learning to Defer NIPS 2024
Learning Noisy Halfspaces with a Margin: Massart is No Harder than Random NIPS 2024
A General Theory of Correct, Incorrect, and Extrinsic Equivariance NIPS 2023
An Active Learning Pipeline for NLU Error Detection in Conversational Agents ACL 2023
Demystifying Disagreement-on-the-Line in High Dimensions ICML 2023
ODS: Test-Time Adaptation in the Presence of Open-World Data Shift ICML 2023
A Case of Exponential Convergence Rates for SVM AISTATS 2023
Label-Descriptive Patterns and Their Application to Characterizing Classification Errors ICML 2022
Training OOD Detectors in their Natural Habitats ICML 2022
Rethinking Fano’s Inequality in Ensemble Learning ICML 2022
The Implicit Bias of Benign Overfitting COLT 2022
Generalized Resubstitution for Classification Error Estimation JMLR 2022
Agnostic Learning of Halfspaces with Gradient Descent via Soft Margins ICML 2021
Accountable Error Characterization NAACL 2021
Out of a Hundred Trials, How Many Errors Does Your Speaker Verifier Make? INTERSPEECH 2021
Why Do Document-Level Polarity Classifiers Fail? NAACL 2021
Neural Speed Reading Audited EMNLP 2020
Identifying Mislabeled Data using the Area Under the Margin Ranking NIPS 2020
Stochastic Gradient Descent with Exponential Convergence Rates of Expected Classification Errors AISTATS 2019
Nonzero-sum Adversarial Hypothesis Testing Games NIPS 2019
On The Classification-Distortion-Perception Tradeoff NIPS 2019