robust training

Can Private Machine Learning Be Fair? AAAI 2025 Certifiably Quantisation-Robust training and inference of Neural Networks AISTATS 2025 Optimizing Robustness and Accuracy in Mixture of Experts: A Dual-Model Approach ICML 2025 Provably Cost-Sensitive Adversarial Defense via Randomized Smoothing ICML 2025 CodeFort: Robust Training for Code Generation Models EMNLP 2024 Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models ICLR 2024 L2B: Learning to Bootstrap Robust Models for Combating Label Noise CVPR 2024 Robustly Train Normalizing Flows via KL Divergence Regularization AAAI 2024 Towards Robust Extractive Question Answering Models: Rethinking the Training Methodology EMNLP 2024 A Gift from Label Smoothing: Robust Training with Adaptive Label Smoothing via Auxiliary Classifier under Label Noise AAAI 2023 Byzantine-Tolerant Methods for Distributed Variational Inequalities NeurIPS 2023 How To Prevent the Continuous Damage of Noises To Model Training? CVPR 2023 Learning Adversarially Robust Sparse Networks via Weight Reparameterization AAAI 2023 On the Robustness of Safe Reinforcement Learning under Observational Perturbations ICLR 2023 Robust Training for AC-OPF (Student Abstract) AAAI 2023 Robust Training of Neural Networks against Bias Field Perturbations AAAI 2023 Smoothly Giving up: Robustness for Simple Models AISTATS 2023 Theoretically Guaranteed Bidirectional Data Rectification for Robust Sequential Recommendation NeurIPS 2023 Two Wrongs Don’t Make a Right: Combating Confirmation Bias in Learning with Label Noise AAAI 2023 Analyzing Modality Robustness in Multimodal Sentiment Analysis NAACL 2022 ASSIST: Towards Label Noise-Robust Dialogue State Tracking ACL 2022 Balanced Adversarial Training: Balancing Tradeoffs between Fickleness and Obstinacy in NLP Models EMNLP 2022 Certifiably Robust Variational Autoencoders AISTATS 2022 Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning NeurIPS 2022 Learning With Twin Noisy Labels for Visible-Infrared Person Re-Identification CVPR 2022