| Enhancing Adversarial Robustness in Low-Label Regime via Adaptively Weighted Regularization and Knowledge Distillation | Aug 8, 2023 | Adversarial RobustnessKnowledge Distillation | CodeCode Available | 0 |
| Fixed Inter-Neuron Covariability Induces Adversarial Robustness | Aug 7, 2023 | Adversarial Robustness | —Unverified | 0 |
| Exploring the Physical World Adversarial Robustness of Vehicle Detection | Aug 7, 2023 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Unsupervised Adversarial Detection without Extra Model: Training Loss Should Change | Aug 7, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| RobustMQ: Benchmarking Robustness of Quantized Models | Aug 4, 2023 | Adversarial RobustnessBenchmarking | —Unverified | 0 |
| Robust Linear Regression: Phase-Transitions and Precise Tradeoffs for General Norms | Aug 1, 2023 | Adversarial Robustnessregression | —Unverified | 0 |
| Beyond One-Hot-Encoding: Injecting Semantics to Drive Image Classifiers | Aug 1, 2023 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| Dynamic ensemble selection based on Deep Neural Network Uncertainty Estimation for Adversarial Robustness | Aug 1, 2023 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Improving Generalization of Adversarial Training via Robust Critical Fine-Tuning | Aug 1, 2023 | Adversarial Robustness | —Unverified | 0 |
| Towards Trustworthy and Aligned Machine Learning: A Data-centric Survey with Causality Perspectives | Jul 31, 2023 | Adversarial RobustnessFairness | —Unverified | 0 |
| Characterizing Data Point Vulnerability via Average-Case Robustness | Jul 26, 2023 | Adversarial RobustnessMulti-class Classification | CodeCode Available | 0 |
| Exploring the Sharpened Cosine Similarity | Jul 25, 2023 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| On the unreasonable vulnerability of transformers for image restoration -- and an easy fix | Jul 25, 2023 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Homophily-Driven Sanitation View for Robust Graph Contrastive Learning | Jul 24, 2023 | Adversarial RobustnessContrastive Learning | —Unverified | 0 |
| A Holistic Assessment of the Reliability of Machine Learning Systems | Jul 20, 2023 | Adversarial RobustnessOut-of-Distribution Detection | —Unverified | 0 |
| Omnipotent Adversarial Training in the Wild | Jul 14, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| Min-Max Optimization under Delays | Jul 13, 2023 | Adversarial RobustnessStochastic Optimization | —Unverified | 0 |
| Function-Space Regularization for Deep Bayesian Classification | Jul 12, 2023 | Adversarial RobustnessClassification | —Unverified | 0 |
| A unifying framework for differentially private quantum algorithms | Jul 10, 2023 | Adversarial Robustness | —Unverified | 0 |
| A Theoretical Perspective on Subnetwork Contributions to Adversarial Robustness | Jul 7, 2023 | Adversarial Robustness | —Unverified | 0 |
| Kernels, Data & Physics | Jul 5, 2023 | Adversarial RobustnessInductive Bias | —Unverified | 0 |
| On the Adversarial Robustness of Generative Autoencoders in the Latent Space | Jul 5, 2023 | Adversarial Robustnesscompressed sensing | —Unverified | 0 |
| Transgressing the boundaries: towards a rigorous understanding of deep learning and its (non-)robustness | Jul 5, 2023 | Adversarial RobustnessLearning Theory | —Unverified | 0 |
| The Importance of Robust Features in Mitigating Catastrophic Forgetting | Jun 29, 2023 | Adversarial RobustnessContinual Learning | —Unverified | 0 |
| Advancing Adversarial Training by Injecting Booster Signal | Jun 27, 2023 | Adversarial Robustness | —Unverified | 0 |
| Robust Proxy: Improving Adversarial Robustness by Robust Proxy Learning | Jun 27, 2023 | Adversarial Robustness | —Unverified | 0 |
| A Survey on Out-of-Distribution Evaluation of Neural NLP Models | Jun 27, 2023 | Adversarial RobustnessDomain Generalization | —Unverified | 0 |
| Computational Asymmetries in Robust Classification | Jun 25, 2023 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| On Evaluating the Adversarial Robustness of Semantic Segmentation Models | Jun 25, 2023 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| A Spectral Perspective towards Understanding and Improving Adversarial Robustness | Jun 25, 2023 | Adversarial Robustness | —Unverified | 0 |
| Enhancing Adversarial Training via Reweighting Optimization Trajectory | Jun 25, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness Certification for Bayesian Neural Networks | Jun 23, 2023 | Adversarial RobustnessCollision Avoidance | CodeCode Available | 0 |
| Towards quantum enhanced adversarial robustness in machine learning | Jun 22, 2023 | Adversarial RobustnessComputational Efficiency | —Unverified | 0 |
| Anticipatory Thinking Challenges in Open Worlds: Risk Management | Jun 22, 2023 | Adversarial RobustnessAutonomous Vehicles | —Unverified | 0 |
| Physics-constrained Attack against Convolution-based Human Motion Prediction | Jun 21, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| A Comprehensive Study on the Robustness of Image Classification and Object Detection in Remote Sensing: Surveying and Benchmarking | Jun 21, 2023 | Adversarial RobustnessBenchmarking | —Unverified | 0 |
| DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models | Jun 20, 2023 | Adversarial RobustnessEthics | —Unverified | 0 |
| Eight challenges in developing theory of intelligence | Jun 20, 2023 | Adversarial RobustnessContinual Learning | —Unverified | 0 |
| BNN-DP: Robustness Certification of Bayesian Neural Networks via Dynamic Programming | Jun 19, 2023 | Adversarial RobustnessComputational Efficiency | CodeCode Available | 0 |
| Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding | Jun 19, 2023 | Adversarial RobustnessFew-Shot Learning | CodeCode Available | 0 |
| Revisiting and Advancing Adversarial Training Through A Simple Baseline | Jun 13, 2023 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| AROID: Improving Adversarial Robustness Through Online Instance-Wise Data Augmentation | Jun 12, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Boosting Adversarial Robustness using Feature Level Stochastic Smoothing | Jun 10, 2023 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 0 |
| Expanding Scope: Adapting English Adversarial Attacks to Chinese | Jun 8, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Faithful Knowledge Distillation | Jun 7, 2023 | Adversarial RobustnessKnowledge Distillation | —Unverified | 0 |
| Transferable Adversarial Robustness for Categorical Data via Universal Robust Embeddings | Jun 6, 2023 | Adversarial RobustnessFraud Detection | CodeCode Available | 0 |
| Revisiting the Trade-off between Accuracy and Robustness via Weight Distribution of Filters | Jun 6, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial alignment: Breaking the trade-off between the strength of an attack and its relevance to human perception | Jun 5, 2023 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Evaluating robustness of support vector machines with the Lagrangian dual approach | Jun 5, 2023 | Adversarial Robustness | —Unverified | 0 |
| A Closer Look at the Adversarial Robustness of Deep Equilibrium Models | Jun 2, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |