Robustness

Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations AAAI 2021 TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing ACL 2021 The Sample Complexity of Robust Covariance Testing COLT 2021 Twice regularized MDPs and the equivalence between robustness and regularization NeurIPS 2021 Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks AAAI 2021 Understanding the Robustness of Skeleton-Based Action Recognition Under Adversarial Attack CVPR 2021 When Optimizing f-Divergence is Robust with Label Noise ICLR 2021 A FRAMEWORK FOR ROBUSTNESS CERTIFICATION OF SMOOTHED CLASSIFIERS USING F-DIVERGENCES ICLR 2020 Attribute Noise Robust Binary Classification (Student Abstract) AAAI 2020 Backpropagating Linearly Improves Transferability of Adversarial Examples NeurIPS 2020 Calibrated Surrogate Losses for Adversarially Robust Classification COLT 2020 CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation EMNLP 2020 Certified Robustness of Graph Convolution Networks for Graph Classification under Topological Attacks NeurIPS 2020 Certifying Confidence via Randomized Smoothing NeurIPS 2020 Clean-Label Backdoor Attacks on Video Recognition Models CVPR 2020 Compositional Convolutional Neural Networks: A Deep Architecture With Innate Robustness to Partial Occlusion CVPR 2020 Counterfactually-Augmented SNLI Training Data Does Not Yield Better Generalization Than Unaugmented Data EMNLP 2020 Detecting Semantic Anomalies AAAI 2020 Distributionally Robust Federated Averaging NeurIPS 2020 Distributionally Robust Local Non-parametric Conditional Estimation NeurIPS 2020 Does Multi-Encoder Help? A Case Study on Context-Aware Neural Machine Translation ACL 2020 Do Models of Mental Health Based on Social Media Data Generalize? EMNLP 2020 Efficient Verification of ReLU-Based Neural Networks via Dependency Analysis AAAI 2020 End-to-End Bias Mitigation by Modelling Biases in Corpora ACL 2020 Enhance Robustness of Sequence Labelling with Masked Adversarial Training EMNLP 2020