| Enhancing Robust Representation in Adversarial Training: Alignment and Exclusion Criteria | Oct 5, 2023 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training | Oct 3, 2023 | Adversarial DefenseComputational Efficiency | CodeCode Available | 1 |
| Revisiting Adversarial Robustness Distillation from the Perspective of Robust Fairness | Sep 21, 2023 | Adversarial Defense | CodeCode Available | 0 |
| Language Guided Adversarial Purification | Sep 19, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 0 |
| MAD: Meta Adversarial Defense Benchmark | Sep 18, 2023 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 |
| Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense | Sep 13, 2023 | Adversarial DefenseDenoising | —Unverified | 0 |
| Robust Physics-based Deep MRI Reconstruction Via Diffusion Purification | Sep 11, 2023 | Adversarial DefenseImage Reconstruction | CodeCode Available | 0 |
| DAD++: Improved Data-free Test Time Adversarial Defense | Sep 10, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| DiffDefense: Defending against Adversarial Attacks via Diffusion Models | Sep 7, 2023 | Adversarial Defense | CodeCode Available | 1 |
| Robust Adversarial Defense by Tensor Factorization | Sep 3, 2023 | Adversarial Defense | —Unverified | 0 |
| Robustifying Point Cloud Networks by Refocusing | Aug 10, 2023 | 3D ClassificationAdversarial Defense | CodeCode Available | 0 |
| AdvFAS: A robust face anti-spoofing framework against adversarial examples | Aug 4, 2023 | Adversarial DefenseFace Anti-Spoofing | CodeCode Available | 0 |
| Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models | Jul 31, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 1 |
| AdvDiff: Generating Unrestricted Adversarial Examples using Diffusion Models | Jul 24, 2023 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Making Pre-trained Language Models both Task-solvers and Self-calibrators | Jul 21, 2023 | Adversarial Defense | CodeCode Available | 0 |
| Erasing, Transforming, and Noising Defense Network for Occluded Person Re-Identification | Jul 14, 2023 | Adversarial DefenseOccluded Person Re-Identification | CodeCode Available | 0 |
| ATWM: Defense against adversarial malware based on adversarial training | Jul 11, 2023 | Adversarial DefenseDeep Learning | —Unverified | 0 |
| Enhancing Adversarial Robustness via Score-Based Optimization | Jul 10, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks | Jun 15, 2023 | Adversarial DefenseFace Recognition | CodeCode Available | 1 |
| Revisiting and Advancing Adversarial Training Through A Simple Baseline | Jun 13, 2023 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Towards Black-box Adversarial Example Detection: A Data Reconstruction-based Method | Jun 3, 2023 | Adversarial Defense | —Unverified | 0 |
| A Closer Look at the Adversarial Robustness of Deep Equilibrium Models | Jun 2, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective | Jun 1, 2023 | Adversarial Defense | CodeCode Available | 0 |
| Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach | Jun 1, 2023 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial Robustness | May 25, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 0 |
| Robust Classification via a Single Diffusion Model | May 24, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Decoupled Kullback-Leibler Divergence Loss | May 23, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Mist: Towards Improved Adversarial Examples for Diffusion Models | May 22, 2023 | Adversarial Defense | CodeCode Available | 2 |
| Adversarial Amendment is the Only Force Capable of Transforming an Enemy into a Friend | May 18, 2023 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Releasing Inequality Phenomena in L_-Adversarial Training via Input Gradient Distillation | May 16, 2023 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| The Best Defense is Attack: Repairing Semantics in Textual Adversarial Examples | May 6, 2023 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Lyapunov-Stable Deep Equilibrium Models | Apr 25, 2023 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Masked Language Model Based Textual Adversarial Example Detection | Apr 18, 2023 | Adversarial DefenseLanguage Modeling | CodeCode Available | 0 |
| Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense | Mar 21, 2023 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Robust Mode Connectivity-Oriented Adversarial Defense: Enhancing Neural Network Robustness Against Diversified _p Attacks | Mar 17, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Among Us: Adversarially Robust Collaborative Perception by Consensus | Mar 16, 2023 | 3D Object DetectionAdversarial Defense | CodeCode Available | 1 |
| SMUG: Towards robust MRI reconstruction by smoothed unrolling | Mar 14, 2023 | Adversarial Defenseimage-classification | CodeCode Available | 0 |
| Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey | Mar 11, 2023 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Immune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples | Mar 8, 2023 | Adversarial Defense | —Unverified | 0 |
| Beyond Pretrained Features: Noisy Image Modeling Provides Adversarial Defense | Feb 2, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Language-Driven Anchors for Zero-Shot Adversarial Robustness | Jan 30, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| RobustPdM: Designing Robust Predictive Maintenance against Adversarial Attacks | Jan 25, 2023 | Adversarial Defense | —Unverified | 0 |
| On the Susceptibility and Robustness of Time Series Models through Adversarial Attack and Defense | Jan 9, 2023 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Multi-head Uncertainty Inference for Adversarial Attack Detection | Dec 20, 2022 | Adversarial AttackAdversarial Attack Detection | —Unverified | 0 |
| TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization | Dec 19, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Unfolding Local Growth Rate Estimates for (Almost) Perfect Adversarial Detection | Dec 13, 2022 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 0 |
| Adversarial Attacks and Defences for Skin Cancer Classification | Dec 13, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| DISCO: Adversarial Defense with Local Implicit Functions | Dec 11, 2022 | Adversarial Defenseimage-classification | CodeCode Available | 1 |
| General Adversarial Defense Against Black-box Attacks via Pixel Level and Feature Level Distribution Alignments | Dec 11, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial Defense | Dec 5, 2022 | Adversarial Defense | CodeCode Available | 0 |
