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model robustness

478 papers

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adversarial attack (1599) adversarial training (1261) adversarial robustness (1335) text classification (6776) adversarial example (563) data augmentation (3037) large language model (12755) adversarial learning (1592) natural language processing (2027) domain generalization (1517)

Papers

On Robustness and Transferability of Convolutional Neural Networks CVPR 2021
TRS: Transferability Reduced Ensemble via Promoting Gradient Diversity and Model Smoothness NIPS 2021
Exploring the Vulnerability of Deep Neural Networks: A Study of Parameter Corruption AAAI 2021
DeepRobust: a Platform for Adversarial Attacks and Defenses AAAI 2021
Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis ACL 2021
Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection ACL 2021
Can Audio-Visual Integration Strengthen Robustness Under Multimodal Attacks? CVPR 2021
Adversarially Adaptive Normalization for Single Domain Generalization CVPR 2021
Evaluating the Robustness of Neural Language Models to Input Perturbations EMNLP 2021
RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition Models EMNLP 2021
Enhancing Model Robustness and Fairness with Causality: A Regularization Approach EMNLP 2021
Identifying and Benchmarking Natural Out-of-Context Prediction Problems NIPS 2021
Distilling Robust and Non-Robust Features in Adversarial Examples by Information Bottleneck NIPS 2021
Revisiting Batch Normalization for Improving Corruption Robustness WACV 2021
Learnable Boundary Guided Adversarial Training ICCV 2021
Can We Improve Model Robustness through Secondary Attribute Counterfactuals? EMNLP 2021
Evaluating Model Robustness and Stability to Dataset Shift AISTATS 2021
Discriminatively-Tuned Generative Classifiers for Robust Natural Language Inference EMNLP 2020
Efficient Adversarial Training With Transferable Adversarial Examples CVPR 2020
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing CVPR 2020
Detecting Word Sense Disambiguation Biases in Machine Translation for Model-Agnostic Adversarial Attacks EMNLP 2020
Reevaluating Adversarial Examples in Natural Language EMNLP 2020
How Does Context Matter? On the Robustness of Event Detection with Context-Selective Mask Generalization EMNLP 2020
Undersensitivity in Neural Reading Comprehension EMNLP 2020
BERT-ATTACK: Adversarial Attack Against BERT Using BERT EMNLP 2020