Robust Learning

Bootstrapped Physically-Primed Neural Networks for Robust T2 Distribution Estimation in Low-SNR Pancreatic MRI MIDL 2026 Certified Robust Invariant Polytope Training in Neural Controlled ODEs L4DC 2026 Consistency Beyond Contrast: Enhancing Open-Vocabulary Object Detection Robustness via Contextual Consistency Learning CVPR 2026 Diversity over Uniformity: Rethinking Representation in Generated Image Detection CVPR 2026 Domain Faithfulness through Counterfactually Robust Learning CLeaR 2026 Generalizing Abstention for Noise-Robust Learning in Medical Image Segmentation MIDL 2026 Learning Robust Medical Image Segmentation with Inductive Bias MIDL 2026 Multimodal Learning on Low-Quality Data with Conformal Predictive Self-Calibration CVPR 2026 Taming the Long Tail: Rebalancing Adversarial Training via Adaptive Perturbation CVPR 2026 AlleNoise - large-scale text classification benchmark dataset with real-world label noise AISTATS 2025 Automatic Labeling and Correction of Noisy Labels for Robust Self-Supervised Speaker Verification Interspeech 2025 Efficient Duple Perturbation Robustness in Low-rank MDPs L4DC 2025 Robust Target Speaker Diarization and Separation via Augmented Speaker Embedding Sampling Interspeech 2025 Belief-Enriched Pessimistic Q-Learning against Adversarial State Perturbations ICLR 2024 AGRO: Adversarial discovery of error-prone Groups for Robust Optimization ICLR 2023 Compressing and Debiasing Vision-Language Pre-Trained Models for Visual Question Answering EMNLP 2023 Mitigating Memorization of Noisy Labels via Regularization between Representations ICLR 2023 Out-of-Distributed Semantic Pruning for Robust Semi-Supervised Learning CVPR 2023 Delving into Sample Loss Curve to Embrace Noisy and Imbalanced Data AAAI 2022 DeSKO: Stability-Assured Robust Control with a Deep Stochastic Koopman Operator ICLR 2022 Renyi Differential Privacy of Propose-Test-Release and Applications to Private and Robust Machine Learning NeurIPS 2022 Spread Spurious Attribute: Improving Worst-group Accuracy with Spurious Attribute Estimation ICLR 2022 DAT: Training Deep Networks Robust To Label-Noise by Matching the Feature Distributions CVPR 2021 Instance-adaptive training with noise-robust losses against noisy labels EMNLP 2021 Learning from Noisy Labels with Complementary Loss Functions AAAI 2021