| Multiplicative Reweighting for Robust Neural Network Optimization | Feb 24, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Transferable Adversarial Robustness for Categorical Data via Universal Robust Embeddings | Jun 6, 2023 | Adversarial RobustnessFraud Detection | CodeCode Available | 0 |
| Confidence-aware Training of Smoothed Classifiers for Certified Robustness | Dec 18, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| The Ultimate Combo: Boosting Adversarial Example Transferability by Composing Data Augmentations | Dec 18, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Confidence-aware Denoised Fine-tuning of Off-the-shelf Models for Certified Robustness | Nov 13, 2024 | Adversarial RobustnessDenoising | CodeCode Available | 0 |
| Improving Neural Network Robustness via Persistency of Excitation | Jun 3, 2021 | Adversarial Robustnessparameter estimation | CodeCode Available | 0 |
| The Uncanny Valley: Exploring Adversarial Robustness from a Flatness Perspective | May 27, 2024 | Adversarial Robustness | CodeCode Available | 0 |
| Approximate Manifold Defense Against Multiple Adversarial Perturbations | Apr 5, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| A PAC-Bayes Analysis of Adversarial Robustness | Feb 19, 2021 | Adversarial RobustnessGeneralization Bounds | CodeCode Available | 0 |
| Adversarial Robustness in Multi-Task Learning: Promises and Illusions | Oct 26, 2021 | Adversarial RobustnessMulti-Task Learning | CodeCode Available | 0 |
| Image Synthesis with a Single (Robust) Classifier | Jun 6, 2019 | Adversarial RobustnessImage Generation | CodeCode Available | 0 |
| Annealing Self-Distillation Rectification Improves Adversarial Training | May 20, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet Categories | Jan 1, 2023 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Neural Fingerprints for Adversarial Attack Detection | Nov 7, 2024 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 |
| Computational Asymmetries in Robust Classification | Jun 25, 2023 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Neural Population Geometry Reveals the Role of Stochasticity in Robust Perception | Nov 12, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Neural Representations Reveal Distinct Modes of Class Fitting in Residual Convolutional Networks | Dec 1, 2022 | Adversarial RobustnessMemorization | CodeCode Available | 0 |
| Squeeze Training for Adversarial Robustness | May 23, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Neuro-Symbolic Verification of Deep Neural Networks | Mar 2, 2022 | Adversarial RobustnessFairness | CodeCode Available | 0 |
| On Adversarial Robustness: A Neural Architecture Search perspective | Jul 16, 2020 | Adversarial RobustnessNeural Architecture Search | CodeCode Available | 0 |
| New Paradigm of Adversarial Training: Breaking Inherent Trade-Off between Accuracy and Robustness via Dummy Classes | Oct 16, 2024 | Adversarial Robustness | CodeCode Available | 0 |
| Clustering Effect of (Linearized) Adversarial Robust Models | Nov 25, 2021 | Adversarial RobustnessClustering | CodeCode Available | 0 |
| A Deep Dive into Adversarial Robustness in Zero-Shot Learning | Aug 17, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 0 |
| NoiLIn: Improving Adversarial Training and Correcting Stereotype of Noisy Labels | May 31, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Tighter Bounds on the Information Bottleneck with Application to Deep Learning | Feb 12, 2024 | Adversarial RobustnessDeep Learning | CodeCode Available | 0 |
| Nonideality-aware training makes memristive networks more robust to adversarial attacks | Sep 29, 2024 | Adversarial Robustness | CodeCode Available | 0 |
| The interplay of robustness and generalization in quantum machine learning | Jun 10, 2025 | Adversarial RobustnessQuantum Machine Learning | CodeCode Available | 0 |
| How many perturbations break this model? Evaluating robustness beyond adversarial accuracy | Jul 8, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Observations on K-image Expansion of Image-Mixing Augmentation for Classification | Oct 8, 2021 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Probing Predictions on OOD Images via Nearest Categories | Nov 17, 2020 | Adversarial RobustnessFew-Shot Learning | CodeCode Available | 0 |
| Omnipotent Adversarial Training in the Wild | Jul 14, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| On 1/n neural representation and robustness | Dec 8, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| On Adversarial Robustness and Out-of-Distribution Robustness of Large Language Models | Dec 13, 2024 | Adversarial RobustnessNatural Language Inference | CodeCode Available | 0 |
| Robustness between the worst and average case | Dec 1, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness Guarantees for Random Deep Neural Networks | Apr 13, 2020 | Adversarial RobustnessGaussian Processes | CodeCode Available | 0 |
| Transferring Adversarial Robustness Through Robust Representation Matching | Feb 21, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Robustness Implies Fairness in Causal Algorithmic Recourse | Feb 7, 2023 | Adversarial RobustnessFairness | CodeCode Available | 0 |
| Transformer Meets Twicing: Harnessing Unattended Residual Information | Mar 2, 2025 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| Enhancing Robustness in Incremental Learning with Adversarial Training | Dec 6, 2023 | Adversarial Robustnessclass-incremental learning | CodeCode Available | 0 |
| On adversarial training and the 1 Nearest Neighbor classifier | Apr 9, 2024 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective | Jun 10, 2019 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| CertViT: Certified Robustness of Pre-Trained Vision Transformers | Feb 1, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| Certifying Joint Adversarial Robustness for Model Ensembles | Apr 21, 2020 | Adversarial Robustnessmodel | CodeCode Available | 0 |
| Certified Adversarial Robustness Within Multiple Perturbation Bounds | Apr 20, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| An Empirical Study of Accuracy-Robustness Tradeoff and Training Efficiency in Self-Supervised Learning | Jan 7, 2025 | Adversarial RobustnessContrastive Learning | CodeCode Available | 0 |
| Center Smoothing: Certified Robustness for Networks with Structured Outputs | Feb 19, 2021 | Adversarial RobustnessDimensionality Reduction | CodeCode Available | 0 |
| Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks | Jan 5, 2025 | Adversarial RobustnessBenchmarking | CodeCode Available | 0 |
| On Evaluation of Adversarial Perturbations for Sequence-to-Sequence Models | Mar 15, 2019 | Adversarial RobustnessMachine Translation | CodeCode Available | 0 |
| Using Pre-Training Can Improve Model Robustness and Uncertainty | Jan 28, 2019 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 |
| Adversarial Robustness Guarantees for Gaussian Processes | Apr 7, 2021 | Adversarial RobustnessGaussian Processes | CodeCode Available | 0 |
