model robustness

CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters CVPR 2022 Combating Adversaries with Anti-adversaries AAAI 2022 Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding Interspeech 2022 Controlling the Complexity and Lipschitz Constant improves Polynomial Nets ICLR 2022 CoPur: Certifiably Robust Collaborative Inference via Feature Purification NeurIPS 2022 Data Poisoning Won’t Save You From Facial Recognition ICLR 2022 DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification COLING 2022 DuQM: A Chinese Dataset of Linguistically Perturbed Natural Questions for Evaluating the Robustness of Question Matching Models EMNLP 2022 Efficient Robust Training via Backward Smoothing AAAI 2022 Evaluating Robustness to Dataset Shift via Parametric Robustness Sets NeurIPS 2022 Exposing the Limits of Video-Text Models through Contrast Sets NAACL 2022 Fast AdvProp ICLR 2022 Generating Authentic Adversarial Examples beyond Meaning-preserving with Doubly Round-trip Translation NAACL 2022 Hard ImageNet: Segmentations for Objects with Strong Spurious Cues NeurIPS 2022 How Far are We from Robust Long Abstractive Summarization? EMNLP 2022 Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models NAACL 2022 Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation ICML 2022 Improving Robustness Against Stealthy Weight Bit-Flip Attacks by Output Code Matching CVPR 2022 Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples NeurIPS 2022 Input-specific Attention Subnetworks for Adversarial Detection ACL 2022 Interpreting the Robustness of Neural NLP Models to Textual Perturbations ACL 2022 Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022 Learning Invariant Representation Improves Robustness for MRC Models EMNLP 2022 Less Is Better: Recovering Intended-Feature Subspace to Robustify NLU Models COLING 2022 Logical Reasoning with Span-Level Predictions for Interpretable and Robust NLI Models EMNLP 2022