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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

Evaluating Robustness to Dataset Shift via Parametric Robustness Sets NIPS 2022
RoChBert: Towards Robust BERT Fine-tuning for Chinese EMNLP 2022
Learning Invariant Representation Improves Robustness for MRC Models EMNLP 2022
Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022
Balanced Adversarial Training: Balancing Tradeoffs between Fickleness and Obstinacy in NLP 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
Cascading Biases: Investigating the Effect of Heuristic Annotation Strategies on Data and Models EMNLP 2022
Precisely the Point: Adversarial Augmentations for Faithful and Informative Text Generation EMNLP 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters CVPR 2022
Improving Robustness Against Stealthy Weight Bit-Flip Attacks by Output Code Matching CVPR 2022
3D Common Corruptions and Data Augmentation CVPR 2022
PARSE: An Efficient Search Method for Black-box Adversarial Text Attacks COLING 2022
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification COLING 2022
Recent improvements of ASR models in the face of adversarial attacks INTERSPEECH 2022
Particle-based Adversarial Local Distribution Regularization AISTATS 2022
Adversarial Training for Improving Model Robustness? Look at Both Prediction and Interpretation AAAI 2022
Combating Adversaries with Anti-adversaries AAAI 2022
Exposing the Limits of Video-Text Models through Contrast Sets NAACL 2022
On the Robustness of Offensive Language Classifiers ACL 2022
Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation ACL 2022
Retrieval-guided Counterfactual Generation for QA ACL 2022
Measure and Improve Robustness in NLP Models: A Survey NAACL 2022
Generating Authentic Adversarial Examples beyond Meaning-preserving with Doubly Round-trip Translation NAACL 2022
Robustness of Fusion-based Multimodal Classifiers to Cross-Modal Content Dilutions EMNLP 2022