Adversarial Learning

Reevaluating Adversarial Examples in Natural Language EMNLP 2020 Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness AAAI 2020 Regularizing Discriminative Capability of CGANs for Semi-Supervised Generative Learning CVPR 2020 REST: Performance Improvement of a Black Box Model via RL-Based Spatial Transformation AAAI 2020 Reverse Perspective Network for Perspective-Aware Object Counting CVPR 2020 Revisiting Stochastic Extragradient AISTATS 2020 Robust Adversarial Objects against Deep Learning Models AAAI 2020 Robust Deep Learning as Optimal Control: Insights and Convergence Guarantees L4DC 2020 Robust Design of Deep Neural Networks Against Adversarial Attacks Based on Lyapunov Theory CVPR 2020 Robust Facial Landmark Detection via Aggregation on Geometrically Manipulated Faces WACV 2020 Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation AAAI 2020 Robustness Guarantees for Deep Neural Networks on Videos CVPR 2020 Robustness of Bayesian Neural Networks to Gradient-Based Attacks NeurIPS 2020 Robustness to Modification with Shared Words in Paraphrase Identification EMNLP 2020 Robustness to Programmable String Transformations via Augmented Abstract Training ICML 2020 Robust Pre-Training by Adversarial Contrastive Learning NeurIPS 2020 Robust Superpixel-Guided Attentional Adversarial Attack CVPR 2020 Rumor Detection on Social Media with Graph Structured Adversarial Learning IJCAI 2020 SADA: Semantic Adversarial Diagnostic Attacks for Autonomous Applications AAAI 2020 SAFER: A Structure-free Approach for Certified Robustness to Adversarial Word Substitutions ACL 2020 SATNet: Symmetric Adversarial Transfer Network Based on Two-Level Alignment Strategy towards Cross-Domain Sentiment Classification (Student Abstract) AAAI 2020 Scalable Differential Privacy with Certified Robustness in Adversarial Learning ICML 2020 SEAN: Image Synthesis With Semantic Region-Adaptive Normalization CVPR 2020 Searching for a Search Method: Benchmarking Search Algorithms for Generating NLP Adversarial Examples EMNLP 2020 Second-Order NLP Adversarial Examples EMNLP 2020