Robustness

Random Normalization Aggregation for Adversarial Defense NeurIPS 2022 Reducing Flipping Errors in Deep Neural Networks AAAI 2022 Rethinking Lipschitz Neural Networks and Certified Robustness: A Boolean Function Perspective NeurIPS 2022 RID-Noise: Towards Robust Inverse Design under Noisy Environments AAAI 2022 Roadblocks for Temporarily Disabling Shortcuts and Learning New Knowledge NeurIPS 2022 Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap AISTATS 2022 Robustifying Sentiment Classification by Maximally Exploiting Few Counterfactuals EMNLP 2022 Robust Learning against Relational Adversaries NeurIPS 2022 Robust MT Evaluation with Sentence-level Multilingual Augmentation EMNLP 2022 Robustness Analysis of Video-Language Models Against Visual and Language Perturbations NeurIPS 2022 Robust Streaming PCA NeurIPS 2022 Robust Testing in High-Dimensional Sparse Models NeurIPS 2022 RoCBert: Robust Chinese Bert with Multimodal Contrastive Pretraining ACL 2022 ROSE: Robust Selective Fine-tuning for Pre-trained Language Models EMNLP 2022 Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification AAAI 2022 Sibylvariant Transformations for Robust Text Classification ACL 2022 SNN-RAT: Robustness-enhanced Spiking Neural Network through Regularized Adversarial Training NeurIPS 2022 Spread Spurious Attribute: Improving Worst-group Accuracy with Spurious Attribute Estimation ICLR 2022 Statistical, Robustness, and Computational Guarantees for Sliced Wasserstein Distances NeurIPS 2022 Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation NeurIPS 2022 Supervising Model Attention with Human Explanations for Robust Natural Language Inference AAAI 2022 Syntactically Robust Training on Partially-Observed Data for Open Information Extraction EMNLP 2022 Textual Manifold-based Defense Against Natural Language Adversarial Examples EMNLP 2022 The Two Dimensions of Worst-Case Training and Their Integrated Effect for Out-of-Domain Generalization CVPR 2022 Towards Adversarially Robust Text Classifiers by Learning to Reweight Clean Examples ACL 2022