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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

DuQM: A Chinese Dataset of Linguistically Perturbed Natural Questions for Evaluating the Robustness of Question Matching Models EMNLP 2022
NaturalAdversaries: Can Naturalistic Adversaries Be as Effective as Artificial Adversaries? EMNLP 2022
On the Robustness of Reading Comprehension Models to Entity Renaming NAACL 2022
On Length Divergence Bias in Textual Matching Models ACL 2022
An Embarrassingly Simple Method to Mitigate Undesirable Properties of Pretrained Language Model Tokenizers ACL 2022
How Far are We from Robust Long Abstractive Summarization? EMNLP 2022
CausalNLP Tutorial: An Introduction to Causality for Natural Language Processing EMNLP 2022
Towards One Shot Search Space Poisoning in Neural Architecture Search (Student Abstract) AAAI 2022
Pyramid Adversarial Training Improves ViT Performance CVPR 2022
Understanding and Increasing Efficiency of Frank-Wolfe Adversarial Training CVPR 2022
Efficient Robust Training via Backward Smoothing AAAI 2022
Word Level Robustness Enhancement: Fight Perturbation with Perturbation AAAI 2022
Hard ImageNet: Segmentations for Objects with Strong Spurious Cues NIPS 2022
Adversarial Vulnerability of Randomized Ensembles ICML 2022
Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding INTERSPEECH 2022
ASR-Robust Natural Language Understanding on ASR-GLUE dataset INTERSPEECH 2022
Models Out of Line: A Fourier Lens on Distribution Shift Robustness NIPS 2022
PlugAT: A Plug and Play Module to Defend against Textual Adversarial Attack COLING 2022
Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples NIPS 2022
CoPur: Certifiably Robust Collaborative Inference via Feature Purification NIPS 2022
Understanding The Robustness in Vision Transformers ICML 2022
Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation ICML 2022
Multitasking Models are Robust to Structural Failure: A Neural Model for Bilingual Cognitive Reserve NIPS 2022
Time Waits for No One! Analysis and Challenges of Temporal Misalignment NAACL 2022
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models NAACL 2022