{"total":26,"rows":[{"id":"2407.01032","title":"Overcoming Common Flaws in the Evaluation of Selective Classification Systems","created":"2024-07-01","cited_by_count":37,"area":null},{"id":"2310.01755","title":"ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms","created":"2023-10-03","cited_by_count":22,"area":null},{"id":"2302.04002","title":"The Devil is in the Wrongly-classified Samples: Towards Unified Open-set Recognition","created":"2023-02-08","cited_by_count":16,"area":null},{"id":"2301.12386","title":"Plugin estimators for selective classification with out-of-distribution detection","created":"2023-01-29","cited_by_count":14,"area":null},{"id":"2304.06813","title":"Unified Out-Of-Distribution Detection: A Model-Specific Perspective","created":"2023-04-13","cited_by_count":13,"area":null},{"id":"2408.16757","title":"Dissecting Out-of-Distribution Detection and Open-Set Recognition: A Critical Analysis of Methods and Benchmarks","created":"2024-08-29","cited_by_count":13,"area":null},{"id":"2405.05160","title":"Selective Classification Under Distribution Shifts","created":"2024-05-08","cited_by_count":12,"area":null},{"id":"2403.14715","title":"Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It","created":"2024-03-19","cited_by_count":11,"area":null},{"id":"2412.03178","title":"Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation","created":"2024-12-04","cited_by_count":11,"area":null},{"id":"2306.04974","title":"Conservative Prediction via Data-Driven Confidence Minimization","created":"2023-06-08","cited_by_count":8,"area":null},{"id":"2304.04906","title":"Survey on Leveraging Uncertainty Estimation Towards Trustworthy Deep Neural Networks: The Case of Reject Option and Post-training Processing","created":"2023-04-11","cited_by_count":7,"area":null},{"id":"2404.08517","title":"Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward","created":"2024-04-12","cited_by_count":6,"area":null},{"id":"2411.01981","title":"Typicalness-Aware Learning for Failure Detection","created":"2024-11-04","cited_by_count":6,"area":null},{"id":"2305.10384","title":"Logit-Based Ensemble Distribution Distillation for Robust Autoregressive Sequence Uncertainties","created":"2023-05-17","cited_by_count":5,"area":null},{"id":"2505.15008","title":"Know When to Abstain: Optimal Selective Classification with Likelihood Ratios","created":"2025-05-21","cited_by_count":5,"area":null},{"id":"2303.09989","title":"Finding Competence Regions in Domain Generalization","created":"2023-03-17","cited_by_count":3,"area":null},{"id":"2305.05098","title":"Who Needs Decoders? Efficient Estimation of Sequence-level Attributes","created":"2023-05-09","cited_by_count":3,"area":null},{"id":"2403.16916","title":"SCOD: From Heuristics to Theory","created":"2024-03-25","cited_by_count":3,"area":null},{"id":"2607.14817","title":"Evaluating Epistemic Uncertainty: Beyond OOD Detection and Active Learning","created":"2026-07-16","cited_by_count":2,"area":null},{"id":"2310.00873","title":"Deep Neural Networks Tend To Extrapolate Predictably","created":"2023-10-02","cited_by_count":1,"area":null},{"id":"2506.06048","title":"TRUST: Test-time Resource Utilization for Superior Trustworthiness","created":"2025-06-06","cited_by_count":0,"area":null},{"id":"2602.11316","title":"Selective Prior Synchronization via SYNC Loss","created":"2026-02-11","cited_by_count":0,"area":null},{"id":"2603.03903","title":"From Misclassifications to Outliers: Joint Reliability Assessment in Classification","created":"2026-03-04","cited_by_count":0,"area":null},{"id":"2604.01081","title":"ProOOD: Prototype-Guided Out-of-Distribution 3D Occupancy Prediction","created":"2026-04-01","cited_by_count":0,"area":null},{"id":"2604.08639","title":"VOLTA: The Surprising Ineffectiveness of Auxiliary Losses for Calibrated Deep Learning","created":"2026-04-09","cited_by_count":0,"area":null},{"id":"2605.20490","title":"ECUAS$_n$: A family of metrics for principled evaluation of uncertainty-augmented systems","created":"2026-05-19","cited_by_count":0,"area":null}],"next_cursor":null}