Perceptual Adversarial Robustness: Defense Against Unseen Threat Models C Laidlaw, S Singla, S Feizi International Conference on Learning Representations (ICLR), 2021, 2020 | 188 | 2020 |
Salient imagenet: How to discover spurious features in deep learning? S Singla, S Feizi arXiv preprint arXiv:2110.04301, 2021 | 89 | 2021 |
Fairness Through Robustness: Investigating Robustness Disparity in Deep Learning V Nanda, S Dooley, S Singla, S Feizi, JP Dickerson Conference on Fairness, Accountability, and Transparency (FAccT), 2021, 466-477, 2021 | 82 | 2021 |
Understanding Failures of Deep Networks via Robust Feature Extraction S Singla, B Nushi, S Shah, E Kamar, E Horvitz Computer Vision and Pattern Recognition (CVPR), 2021, 12853-12862, 0 | 66* | |
Skew Orthogonal Convolutions S Singla, S Feizi International Conference on Machine Learning (ICML), 2021, 0 | 62* | |
Second-order provable defenses against adversarial attacks S Singla, S Feizi International Conference on Machine Learning (ICML), 2020, 0 | 54* | |
Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation S Singla, E Wallace, S Feng, S Feizi International Conference on Machine Learning (ICML), 2019, 0 | 50* | |
Certifiably robust interpretation in deep learning A Levine, S Singla, S Feizi arXiv preprint arXiv:1905.12105, 2019 | 48 | 2019 |
Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100 S Singla, S Singla, S Feizi arXiv preprint arXiv:2108.04062, 2021 | 41 | 2021 |
Low Curvature Activations Reduce Overfitting in Adversarial Training V Singla, S Singla, D Jacobs, S Feizi International Conference on Computer Vision (ICCV), 2021, 2021 | 41 | 2021 |
Fantastic four: Differentiable bounds on singular values of convolution layers S Singla, S Feizi arXiv preprint arXiv:1911.10258, 2019 | 31 | 2019 |
Robustness certificates against adversarial examples for relu networks S Singla, S Feizi arXiv preprint arXiv:1902.01235, 2019 | 16 | 2019 |
Hard imagenet: Segmentations for objects with strong spurious cues M Moayeri, S Singla, S Feizi Advances in Neural Information Processing Systems 35, 10068-10077, 2022 | 15 | 2022 |
Improved techniques for deterministic l2 robustness S Singla, S Feizi Advances in Neural Information Processing Systems 35, 16110-16124, 2022 | 7 | 2022 |
Data-centric debugging: mitigating model failures via targeted data collection S Singla, AM Chegini, M Moayeri, S Feiz arXiv preprint arXiv:2211.09859, 2022 | 4 | 2022 |
Spuriosity rankings: Sorting data for spurious correlation robustness M Moayeri, W Wang, S Singla, S Feizi arXiv preprint arXiv:2212.02648, 2022 | 3 | 2022 |
Fantastic four: Differentiable and efficient bounds on singular values of convolution layers S Singla, S Feizi International Conference on Learning Representations (ICLR), 2021, 2020 | | 2020 |