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Adversarial Learning

4854 directly classified papers

Papers per year

Papers

Hold me tight! Influence of discriminative features on deep network boundaries NIPS 2020
Confidence-Calibrated Adversarial Training: Generalizing to Unseen Attacks ICML 2020
Robust Encodings: A Framework for Combating Adversarial Typos ACL 2020
Automatic Detection of Generated Text is Easiest when Humans are Fooled ACL 2020
On Breaking Deep Generative Model-based Defenses and Beyond ICML 2020
It’s Morphin’ Time! Combating Linguistic Discrimination with Inflectional Perturbations ACL 2020
Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional Images JMLR 2020
A Frank-Wolfe Framework for Efficient and Effective Adversarial Attacks AAAI 2020
Group-Wise Dynamic Dropout Based on Latent Semantic Variations AAAI 2020
Improving the Robustness of Wasserstein Embedding by Adversarial PAC-Bayesian Learning AAAI 2020
High Tissue Contrast MRI Synthesis Using Multi-Stage Attention-GAN for Segmentation AAAI 2020
Amsqr at SemEval-2020 Task 12: Offensive Language Detection Using Neural Networks and Anti-adversarial Features COLING 2020
Robust Conditional GAN from Uncertainty-Aware Pairwise Comparisons AAAI 2020
A Restricted Black-Box Adversarial Framework Towards Attacking Graph Embedding Models AAAI 2020
Rank3DGAN: Semantic Mesh Generation Using Relative Attributes AAAI 2020
Hidden Trigger Backdoor Attacks AAAI 2020
Robustness for Non-Parametric Classification: A Generic Attack and Defense AISTATS 2020
Sharp Statistical Guaratees for Adversarially Robust Gaussian Classification ICML 2020
Interpreting Robust Optimization via Adversarial Influence Functions ICML 2020
Do GANs always have Nash equilibria? ICML 2020
Implicit Learning Dynamics in Stackelberg Games: Equilibria Characterization, Convergence Analysis, and Empirical Study ICML 2020
SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification ICML 2020
Hierarchical Verification for Adversarial Robustness ICML 2020
Adversarial Nonnegative Matrix Factorization ICML 2020
FR-Train: A Mutual Information-Based Approach to Fair and Robust Training ICML 2020