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Adversarial Learning

4,854 papers

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Papers

Augmenting Imbalanced Time-series Data via Adversarial Perturbation in Latent Space ACML 2021
On the Generalization Properties of Adversarial Training AISTATS 2021
Adversarially Robust Estimate and Risk Analysis in Linear Regression AISTATS 2021
Learning to Defend by Learning to Attack AISTATS 2021
Stochastic Linear Bandits Robust to Adversarial Attacks AISTATS 2021
When Will Generative Adversarial Imitation Learning Algorithms Attain Global Convergence AISTATS 2021
A Limited-Capacity Minimax Theorem for Non-Convex Games or: How I Learned to Stop Worrying about Mixed-Nash and Love Neural Nets AISTATS 2021
Efficient Methods for Structured Nonconvex-Nonconcave Min-Max Optimization AISTATS 2021
Improving Adversarial Robustness via Unlabeled Out-of-Domain Data AISTATS 2021
Detection and Defense of Topological Adversarial Attacks on Graphs AISTATS 2021
Nonlinear Projection Based Gradient Estimation for Query Efficient Blackbox Attacks AISTATS 2021
Understanding Robustness in Teacher-Student Setting: A New Perspective AISTATS 2021
Completing the Picture: Randomized Smoothing Suffers from the Curse of Dimensionality for a Large Family of Distributions AISTATS 2021
Adversarially Robust Low Dimensional Representations COLT 2021
Robust learning under clean-label attack COLT 2021
Adversarially Robust Learning with Unknown Perturbation Sets COLT 2021
Over-the-Air Adversarial Flickering Attacks Against Video Recognition Networks CVPR 2021
Invisible Perturbations: Physical Adversarial Examples Exploiting the Rolling Shutter Effect CVPR 2021
Enhancing the Transferability of Adversarial Attacks Through Variance Tuning CVPR 2021
VideoMoCo: Contrastive Video Representation Learning With Temporally Adversarial Examples CVPR 2021
Delving into Data: Effectively Substitute Training for Black-box Attack CVPR 2021
How To Exploit the Transferability of Learned Image Compression to Conventional Codecs CVPR 2021
When Human Pose Estimation Meets Robustness: Adversarial Algorithms and Benchmarks CVPR 2021
ReMix: Towards Image-to-Image Translation With Limited Data CVPR 2021
SurFree: A Fast Surrogate-Free Black-Box Attack CVPR 2021