Robustness

Towards Robust Named Entity Recognition via Temporal Domain Adaptation and Entity Context Understanding AAAI 2022 Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation ACL 2022 Towards Stronger Adversarial Baselines Through Human-AI Collaboration ACL 2022 Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis AAAI 2022 UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup NeurIPS 2022 Understanding Robust Learning through the Lens of Representation Similarities NeurIPS 2022 Understanding Square Loss in Training Overparametrized Neural Network Classifiers NeurIPS 2022 Watermarking for Out-of-distribution Detection NeurIPS 2022 When AI Difficulty Is Easy: The Explanatory Power of Predicting IRT Difficulty AAAI 2022 When are Local Queries Useful for Robust Learning? NeurIPS 2022 Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP EMNLP 2022 Wind Prediction under Random Data Corruption (Student Abstract) AAAI 2022 With False Friends Like These, Who Can Notice Mistakes? AAAI 2022 Word Level Robustness Enhancement: Fight Perturbation with Perturbation AAAI 2022 Adversarially Robust Change Point Detection NeurIPS 2021 Adversarial Robustness Under Long-Tailed Distribution CVPR 2021 A PAC-Bayes Analysis of Adversarial Robustness NeurIPS 2021 Are Transformers more robust than CNNs? NeurIPS 2021 Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions ACL 2021 Attribute-Guided Adversarial Training for Robustness to Natural Perturbations AAAI 2021 Automated Discovery of Adaptive Attacks on Adversarial Defenses NeurIPS 2021 Bipartite Graph Network With Adaptive Message Passing for Unbiased Scene Graph Generation CVPR 2021 Boosting in the Presence of Massart Noise COLT 2021 Byzantine-Resilient Non-Convex Stochastic Gradient Descent ICLR 2021 Can Audio-Visual Integration Strengthen Robustness Under Multimodal Attacks? CVPR 2021