Robustness

Distributionally Robust Optimization and Generalization in Kernel Methods NeurIPS 2019 Don’t Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference ACL 2019 Evaluating adversarial attacks against multiple fact verification systems EMNLP 2019 Improving the Robustness of Question Answering Systems to Question Paraphrasing ACL 2019 Improving Transferability of Adversarial Examples With Input Diversity CVPR 2019 Iterative Least Trimmed Squares for Mixed Linear Regression NeurIPS 2019 Learning from brains how to regularize machines NeurIPS 2019 Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text Classification EMNLP 2019 Lower Bounds on Adversarial Robustness from Optimal Transport NeurIPS 2019 On Robustness of Principal Component Regression NeurIPS 2019 On the Hardness of Robust Classification NeurIPS 2019 Outlier-robust estimation of a sparse linear model using ℓ_1-penalized Huber's M-estimator NeurIPS 2019 Outlier-Robust High-Dimensional Sparse Estimation via Iterative Filtering NeurIPS 2019 Quantum Entropy Scoring for Fast Robust Mean Estimation and Improved Outlier Detection NeurIPS 2019 Retrieval-Augmented Convolutional Neural Networks Against Adversarial Examples CVPR 2019 Robustness Guarantees for Bayesian Inference with Gaussian Processes AAAI 2019 Robustness to Capitalization Errors in Named Entity Recognition EMNLP 2019 Robustness Verification of Classification Deep Neural Networks via Linear Programming CVPR 2019 Robustness Verification of Tree-based Models NeurIPS 2019 Robust Ordinal Embedding from Contaminated Relative Comparisons AAAI 2019 Robust Subspace Clustering With Independent and Piecewise Identically Distributed Noise Modeling CVPR 2019 Selecting Optimal Decisions via Distributionally Robust Nearest-Neighbor Regression NeurIPS 2019 Sensitivity Analysis of Deep Neural Networks AAAI 2019 Separate to Adapt: Open Set Domain Adaptation via Progressive Separation CVPR 2019 Tight Certificates of Adversarial Robustness for Randomly Smoothed Classifiers NeurIPS 2019