adversarial robustness

Can we have it all? On the Trade-off between Spatial and Adversarial Robustness of Neural Networks NeurIPS 2021 Capsule Network Is Not More Robust Than Convolutional Network CVPR 2021 CARTL: Cooperative Adversarially-Robust Transfer Learning ICML 2021 Center Smoothing: Certified Robustness for Networks with Structured Outputs NeurIPS 2021 Certified Robustness to Word Substitution Attack with Differential Privacy NAACL 2021 Characteristic Examples: High-Robustness, Low-Transferability Fingerprinting of Neural Networks IJCAI 2021 CIFS: Improving Adversarial Robustness of CNNs via Channel-wise Importance-based Feature Selection ICML 2021 Clustering Effect of Adversarial Robust Models NeurIPS 2021 Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) NeurIPS 2021 Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks ICLR 2021 Combining Pessimism with Optimism for Robust and Efficient Model-Based Deep Reinforcement Learning ICML 2021 Completing the Picture: Randomized Smoothing Suffers from the Curse of Dimensionality for a Large Family of Distributions AISTATS 2021 Composite Adversarial Attacks AAAI 2021 Confident Off-Policy Evaluation and Selection through Self-Normalized Importance Weighting AISTATS 2021 Connecting Interpretability and Robustness in Decision Trees through Separation ICML 2021 Consistent Non-Parametric Methods for Maximizing Robustness NeurIPS 2021 Counterfactual Explanations Can Be Manipulated NeurIPS 2021 Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning AAAI 2021 Data Augmentation Can Improve Robustness NeurIPS 2021 Defending Against Universal Adversarial Patches by Clipping Feature Norms ICCV 2021 Defending Multimodal Fusion Models Against Single-Source Adversaries CVPR 2021 Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble ACL 2021 Detecting Cross-Geographic Biases in Toxicity Modeling on Social Media EMNLP 2021 Disentangled Information Bottleneck AAAI 2021 Does language help generalization in vision models? CoNLL 2021