Realistic Evaluation of Deep Partial-Label Learning AlgorithmsInternational Conference on Learning Representations (ICLR), 2025 |
Legitimate ground-truth-free metrics for deep uncertainty classification scoringInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 |
URL: A Representation Learning Benchmark for Transferable Uncertainty
EstimatesNeural Information Processing Systems (NeurIPS), 2023 |
Probabilistic Contrastive Learning Recovers the Correct Aleatoric
Uncertainty of Ambiguous InputsInternational Conference on Machine Learning (ICML), 2023 |
DataPerf: Benchmarks for Data-Centric AI DevelopmentNeural Information Processing Systems (NeurIPS), 2022 |
Eliciting and Learning with Soft Labels from Every AnnotatorAAAI Conference on Human Computation & Crowdsourcing (HCOMP), 2022 |