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Adversarial Learning

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Towards Stronger Adversarial Baselines Through Human-AI Collaboration ACL 2022
Detecting Word-Level Adversarial Text Attacks via SHapley Additive exPlanations ACL 2022
TRAttack: Text Rewriting Attack Against Text Retrieval ACL 2022
SlotGAN: Detecting Mentions in Text via Adversarial Distant Learning ACL 2022
SNAIL: Semi-Separated Uncertainty Adversarial Learning for Universal Domain Adaptation ACML 2022
Adversarial Laser Spot: Robust and Covert Physical-World Attack to DNNs ACML 2022
AS-IntroVAE: Adversarial Similarity Distance Makes Robust IntroVAE ACML 2022
Unlabeled Data Help: Minimax Analysis and Adversarial Robustness AISTATS 2022
Finding Dynamics Preserving Adversarial Winning Tickets AISTATS 2022
Strategic ranking AISTATS 2022
An Online Learning Approach to Interpolation and Extrapolation in Domain Generalization AISTATS 2022
Semi-Implicit Hybrid Gradient Methods with Application to Adversarial Robustness AISTATS 2022
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis AISTATS 2022
Adversarially Robust Kernel Smoothing AISTATS 2022
Particle-based Adversarial Local Distribution Regularization AISTATS 2022
Corruption-robust Offline Reinforcement Learning AISTATS 2022
Co-Regularized Adversarial Learning for Multi-Domain Text Classification AISTATS 2022
Zeroth-Order Methods for Convex-Concave Min-max Problems: Applications to Decision-Dependent Risk Minimization AISTATS 2022
Robust Stochastic Linear Contextual Bandits Under Adversarial Attacks AISTATS 2022
SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification AISTATS 2022
Hardness of Learning a Single Neuron with Adversarial Label Noise AISTATS 2022
Spectral Robustness for Correlation Clustering Reconstruction in Semi-Adversarial Models AISTATS 2022
Can we Generalize and Distribute Private Representation Learning? AISTATS 2022
On Global-view Based Defense via Adversarial Attack and Defense Risk Guaranteed Bounds AISTATS 2022
Transductive Robust Learning Guarantees AISTATS 2022