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Safe Deep Semi-Supervised Learning for Unseen-Class Unlabeled Data.

, , , , and . ICML, volume 119 of Proceedings of Machine Learning Research, page 3897-3906. PMLR, (2020)

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Class-Imbalanced Semi-Supervised Learning with Adaptive Thresholding., and . ICML, volume 162 of Proceedings of Machine Learning Research, page 8082-8094. PMLR, (2022)ODS: Test-Time Adaptation in the Presence of Open-World Data Shift., , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 42574-42588. PMLR, (2023)A General Formulation for Safely Exploiting Weakly Supervised Data., and . AAAI, page 3126-3133. AAAI Press, (2018)USB: A Unified Semi-supervised Learning Benchmark for Classification., , , , , , , , , and 12 other author(s). NeurIPS, (2022)A Smooth Transition Between Induction and Deduction: Fast Abductive Learning Based on Probabilistic Symbol Perception., , , , , , and . CoRR, (February 2025)TabFSBench: Tabular Benchmark for Feature Shifts in Open Environment., , , , and . CoRR, (January 2025)NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation., , , , , and . CoRR, (May 2025)Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking Insights., , , , , , , and . CoRR, (May 2025)STEP: Out-of-Distribution Detection in the Presence of Limited In-Distribution Labeled Data., , , , and . NeurIPS, page 29168-29180. (2021)Identifying Useful Learnwares for Heterogeneous Label Spaces., , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 12122-12131. PMLR, (2023)