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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

Bilateral Adversarial Training: Towards Fast Training of More Robust Models Against Adversarial Attacks ICCV 2019
Adversarial training for free! NIPS 2019
Model-Agnostic Adversarial Detection by Random Perturbations IJCAI 2019
Universal Adversarial Triggers for Attacking and Analyzing NLP IJCNLP 2019
Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness Against Adversarial Attack CVPR 2019
A Fourier Perspective on Model Robustness in Computer Vision NIPS 2019
System Description: The Submission of FOKUS to the WMT 19 Robustness Task ACL 2019
What if We Simply Swap the Two Text Fragments? A Straightforward yet Effective Way to Test the Robustness of Methods to Confounding Signals in Nature Language Inference Tasks AAAI 2019
Enhancing Adversarial Example Transferability With an Intermediate Level Attack ICCV 2019
Defending Against Universal Perturbations With Shared Adversarial Training ICCV 2019
Robust Neural Machine Translation with Doubly Adversarial Inputs ACL 2019
Improving Neural Language Modeling via Adversarial Training ICML 2019
Diversify Your Datasets: Analyzing Generalization via Controlled Variance in Adversarial Datasets CONLL 2019
Defense Against Adversarial Attacks Using Feature Scattering-based Adversarial Training NIPS 2019
Adversarial Examples Are Not Bugs, They Are Features NIPS 2019
On the Impact of Various Types of Noise on Neural Machine Translation ACL 2018
Boosting Adversarial Attacks With Momentum CVPR 2018
Robust Machine Comprehension Models via Adversarial Training NAACL 2018
Generating Natural Language Adversarial Examples EMNLP 2018
On Adversarial Examples for Character-Level Neural Machine Translation COLING 2018
On Robust Trimming of Bayesian Network Classifiers IJCAI 2018
Adversarial Over-Sensitivity and Over-Stability Strategies for Dialogue Models CONLL 2018
Towards Robust Neural Machine Translation ACL 2018
Behavior Analysis of NLI Models: Uncovering the Influence of Three Factors on Robustness NAACL 2018
Certified Defenses for Data Poisoning Attacks NIPS 2017