Adversarial Learning

Rethinking conditional GAN training: An approach using geometrically structured latent manifolds NeurIPS 2021 Revisiting Adversarial Robustness Distillation: Robust Soft Labels Make Student Better ICCV 2021 Revisiting Hilbert-Schmidt Information Bottleneck for Adversarial Robustness NeurIPS 2021 Risk Bounds for Unsupervised Cross-Domain Mapping with IPMs JMLR 2021 Robot Manipulation Learning Using Generative Adversarial Imitation Learning IJCAI 2021 Robust Adversarial Imitation Learning via Adaptively-Selected Demonstrations IJCAI 2021 Robust and Accurate Object Detection via Adversarial Learning CVPR 2021 Robust Deep Reinforcement Learning through Adversarial Loss NeurIPS 2021 Robust Density Estimation from Batches: The Best Things in Life are (Nearly) Free ICML 2021 Robust Learning for Data Poisoning Attacks ICML 2021 Robust learning under clean-label attack COLT 2021 Robustness and Adversarial Examples in Natural Language Processing EMNLP 2021 Robustness and Generalization via Generative Adversarial Training ICCV 2021 Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals AAAI 2021 Robust Overfitting may be mitigated by properly learned smoothening ICLR 2021 Robust Regularization with Adversarial Labelling of Perturbed Samples IJCAI 2021 RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition Models EMNLP 2021 Role of Optimizer on Network Fine-tuning for Adversarial Robustness (Student Abstract) AAAI 2021 RoMA: Robust Model Adaptation for Offline Model-based Optimization NeurIPS 2021 S3VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation ICCV 2021 Sample Complexity of Robust Linear Classification on Separated Data ICML 2021 ScaleCert: Scalable Certified Defense against Adversarial Patches with Sparse Superficial Layers NeurIPS 2021 SEAGuL: Sample Efficient Adversarially Guided Learning of Value Functions L4DC 2021 Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution EMNLP 2021 Self-Progressing Robust Training AAAI 2021