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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

Amata: An Annealing Mechanism for Adversarial Training Acceleration AAAI 2021
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation EMNLP 2021
Local Aggressive Adversarial Attacks on 3D Point Cloud ACML 2021
calibrated adversarial training ACML 2021
Detoxifying Language Models Risks Marginalizing Minority Voices NAACL 2021
Robustness Gym: Unifying the NLP Evaluation Landscape NAACL 2021
ReinforceBug: A Framework to Generate Adversarial Textual Examples NAACL 2021
DORO: Distributional and Outlier Robust Optimization ICML 2021
Can Shape Structure Features Improve Model Robustness Under Diverse Adversarial Settings? ICCV 2021
Improving Robustness of Facial Landmark Detection by Defending Against Adversarial Attacks ICCV 2021
Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models ICCV 2021
Adversarial Attacks Are Reversible With Natural Supervision ICCV 2021
Rethinking Evaluation in ASR: Are Our Models Robust Enough? INTERSPEECH 2021
Explaining Deep Learning Models for Speech Enhancement INTERSPEECH 2021
Improving Model Robustness by Adaptively Correcting Perturbation Levels with Active Queries AAAI 2021
Learning with Retrospection AAAI 2021
On the Efficacy of Adversarial Data Collection for Question Answering: Results from a Large-Scale Randomized Study ACL 2021
Doing Good or Doing Right? Exploring the Weakness of Commonsense Causal Reasoning Models ACL 2021
TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing ACL 2021
OpenAttack: An Open-source Textual Adversarial Attack Toolkit ACL 2021
Achieving Model Robustness through Discrete Adversarial Training EMNLP 2021
Towards Improving Adversarial Training of NLP Models EMNLP 2021
How Emotionally Stable is ALBERT? Testing Robustness with Stochastic Weight Averaging on a Sentiment Analysis Task EMNLP 2021
What Can Style Transfer and Paintings Do for Model Robustness? CVPR 2021
Adversarial Robustness Across Representation Spaces CVPR 2021