Adversarial Learning

The Complexity of Adversarially Robust Proper Learning of Halfspaces with Agnostic Noise NeurIPS 2020 The Emergence of Adversarial Communication in Multi-Agent Reinforcement Learning CoRL 2020 The Missing Data Encoder: Cross-Channel Image Completion with Hide-and-Seek Adversarial Network AAAI 2020 The Pitfalls of Simplicity Bias in Neural Networks NeurIPS 2020 The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural Networks CVPR 2020 Through Fog High-Resolution Imaging Using Millimeter Wave Radar CVPR 2020 Tight First- and Second-Order Regret Bounds for Adversarial Linear Bandits NeurIPS 2020 To Relieve Your Headache of Training an MRF, Take AdVIL ICLR 2020 Toward a Universal Model for Shape From Texture CVPR 2020 Toward Evaluating Robustness of Deep Reinforcement Learning with Continuous Control ICLR 2020 Towards Accurate and Robust Domain Adaptation under Noisy Environments IJCAI 2020 Towards Achieving Adversarial Robustness by Enforcing Feature Consistency Across Bit Planes CVPR 2020 Towards Certificated Model Robustness Against Weight Perturbations AAAI 2020 Towards Large Yet Imperceptible Adversarial Image Perturbations With Perceptual Color Distance CVPR 2020 Towards More Practical Adversarial Attacks on Graph Neural Networks NeurIPS 2020 Towards Open Domain Event Trigger Identification using Adversarial Domain Adaptation ACL 2020 Towards Query-Efficient Black-Box Adversary with Zeroth-Order Natural Gradient Descent AAAI 2020 Towards Robustifying NLI Models Against Lexical Dataset Biases ACL 2020 Towards Robust Image Classification Using Sequential Attention Models CVPR 2020 Towards Transferable Targeted Attack CVPR 2020 Towards Understanding and Improving the Transferability of Adversarial Examples in Deep Neural Networks ACML 2020 Towards Understanding the Dynamics of the First-Order Adversaries ICML 2020 Towards Understanding the Regularization of Adversarial Robustness on Neural Networks ICML 2020 Towards Verifying Robustness of Neural Networks Against A Family of Semantic Perturbations CVPR 2020 Trade-offs and Guarantees of Adversarial Representation Learning for Information Obfuscation NeurIPS 2020