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Papers
ILFO: Adversarial Attack on Adaptive Neural Networks
CVPR 2020
Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment
AAAI 2020
Iterative Feature Mining for Constraint-Based Data Collection to Increase Data Diversity and Model Robustness
EMNLP 2020
It’s Morphin’ Time! Combating Linguistic Discrimination with Inflectional Perturbations
ACL 2020
Learn2Perturb: An End-to-End Feature Perturbation Learning to Improve Adversarial Robustness
CVPR 2020
Mind the Trade-off: Debiasing NLU Models without Degrading the In-distribution Performance
ACL 2020
Mixup Inference: Better Exploiting Mixup to Defend Adversarial Attacks
ICLR 2020
More Bang for Your Buck: Natural Perturbation for Robust Question Answering
EMNLP 2020
Once-for-All Adversarial Training: In-Situ Tradeoff between Robustness and Accuracy for Free
NeurIPS 2020
On Isometry Robustness of Deep 3D Point Cloud Models Under Adversarial Attacks
CVPR 2020
On Robustness of Neural Ordinary Differential Equations
ICLR 2020
On the Robustness of Language Encoders against Grammatical Errors
ACL 2020
Reevaluating Adversarial Examples in Natural Language
EMNLP 2020
Robustness to Modification with Shared Words in Paraphrase Identification
EMNLP 2020
Second-Order NLP Adversarial Examples
EMNLP 2020
Single-Step Adversarial Training With Dropout Scheduling
CVPR 2020
Smoothed Geometry for Robust Attribution
NeurIPS 2020
Supervised Discovery of Unknown Unknowns through Test Sample Mining (Student Abstract)
AAAI 2020
TextAttack: Lessons learned in designing Python frameworks for NLP
EMNLP 2020
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing
CVPR 2020
Towards Debiasing NLU Models from Unknown Biases
EMNLP 2020
Undersensitivity in Neural Reading Comprehension
EMNLP 2020
Utilizing Multimodal Feature Consistency to Detect Adversarial Examples on Clinical Summaries
EMNLP 2020
What’s in a Name? Are BERT Named Entity Representations just as Good for any other Name?
ACL 2020
When NAS Meets Robustness: In Search of Robust Architectures Against Adversarial Attacks
CVPR 2020