{"total":20,"rows":[{"id":"2107.11277","title":"Machine Learning with a Reject Option: A survey","created":"2021-07-23","cited_by_count":109,"area":null},{"id":"2310.14772","title":"Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithms","created":"2023-10-23","cited_by_count":36,"area":null},{"id":"2310.14770","title":"Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention","created":"2023-10-23","cited_by_count":32,"area":null},{"id":"2102.12258","title":"Classification with abstention but without disparities","created":"2021-02-24","cited_by_count":28,"area":null},{"id":"2204.00043","title":"Efficient Active Learning with Abstention","created":"2022-03-31","cited_by_count":22,"area":null},{"id":"2105.14559","title":"Active Learning in Bayesian Neural Networks with Balanced Entropy Learning Principle","created":"2021-05-30","cited_by_count":14,"area":null},{"id":"2210.08367","title":"Active Learning with Neural Networks: Insights from Nonparametric Statistics","created":"2022-10-15","cited_by_count":13,"area":null},{"id":"2407.19777","title":"Revisiting Agnostic PAC Learning","created":"2024-07-29","cited_by_count":11,"area":null},{"id":"2304.03370","title":"Reliable learning in challenging environments","created":"2023-04-06","cited_by_count":10,"area":null},{"id":"2308.07588","title":"High-Probability Risk Bounds via Sequential Predictors","created":"2023-08-15","cited_by_count":10,"area":null},{"id":"2202.11461","title":"Exponential Tail Local Rademacher Complexity Risk Bounds Without the Bernstein Condition","created":"2022-02-23","cited_by_count":9,"area":null},{"id":"2206.02656","title":"A Regret-Variance Trade-Off in Online Learning","created":"2022-06-06","cited_by_count":7,"area":null},{"id":"2211.12620","title":"Promises and Pitfalls of Threshold-based Auto-labeling","created":"2022-11-22","cited_by_count":6,"area":null},{"id":"2310.18601","title":"Online Decision Mediation","created":"2023-10-28","cited_by_count":4,"area":null},{"id":"2510.03247","title":"Towards Multimodal Active Learning: Efficient Learning with Limited Paired Data","created":"2025-09-25","cited_by_count":3,"area":null},{"id":"2501.02353","title":"Reweighting Improves Conditional Risk Bounds","created":"2025-01-04","cited_by_count":1,"area":null},{"id":"2309.16412","title":"Selective Nonparametric Regression via Testing","created":"2023-09-28","cited_by_count":0,"area":null},{"id":"2511.05736","title":"Near-Exponential Savings for Mean Estimation with Active Learning","created":"2025-11-07","cited_by_count":0,"area":null},{"id":"2602.05333","title":"Pool-based Active Learning as Noisy Lossy Compression: Characterizing Label Complexity via Finite Blocklength Analysis","created":"2026-02-05","cited_by_count":0,"area":null},{"id":"2608.08416","title":"Optimal Learning Under Tsybakov Noise","created":"2026-08-09","cited_by_count":0,"area":null}],"next_cursor":null}