Robustness

Competency Problems: On Finding and Removing Artifacts in Language Data EMNLP 2021 De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention ACL 2021 DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation AAAI 2021 Deep Stable Learning for Out-of-Distribution Generalization CVPR 2021 Divergence Optimization for Noisy Universal Domain Adaptation CVPR 2021 Don’t Discard All the Biased Instances: Investigating a Core Assumption in Dataset Bias Mitigation Techniques EMNLP 2021 DuReader_robust: A Chinese Dataset Towards Evaluating Robustness and Generalization of Machine Reading Comprehension in Real-World Applications ACL 2021 Enhancing Model Robustness and Fairness with Causality: A Regularization Approach EMNLP 2021 Evaluating model performance under worst-case subpopulations NeurIPS 2021 Evaluating the Robustness of Neural Language Models to Input Perturbations EMNLP 2021 Fast Training of Provably Robust Neural Networks by SingleProp AAAI 2021 How Does Counterfactually Augmented Data Impact Models for Social Computing Constructs? EMNLP 2021 How Robust Are Randomized Smoothing Based Defenses to Data Poisoning? CVPR 2021 Improving Ensemble Robustness by Collaboratively Promoting and Demoting Adversarial Robustness AAAI 2021 Improving Model Robustness by Adaptively Correcting Perturbation Levels with Active Queries AAAI 2021 Improving the Transferability of Adversarial Samples With Adversarial Transformations CVPR 2021 Improving Unsupervised Image Clustering With Robust Learning CVPR 2021 Influence Tuning: Demoting Spurious Correlations via Instance Attribution and Instance-Driven Updates EMNLP 2021 Interpolation can hurt robust generalization even when there is no noise NeurIPS 2021 Intrinsic Certified Robustness of Bagging against Data Poisoning Attacks AAAI 2021 LAFEAT: Piercing Through Adversarial Defenses With Latent Features CVPR 2021 Learning Cross-Modal Retrieval With Noisy Labels CVPR 2021 Learning from others' mistakes: Avoiding dataset biases without modeling them ICLR 2021 Minimax Regret Optimisation for Robust Planning in Uncertain Markov Decision Processes AAAI 2021 Not All Low-Pass Filters are Robust in Graph Convolutional Networks NeurIPS 2021