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Sahil Singla
Sahil Singla
Verified email at cs.umd.edu
Title
Cited by
Cited by
Year
Perceptual Adversarial Robustness: Defense Against Unseen Threat Models
C Laidlaw, S Singla, S Feizi
International Conference on Learning Representations (ICLR), 2021, 2020
1842020
Salient imagenet: How to discover spurious features in deep learning?
S Singla, S Feizi
arXiv preprint arXiv:2110.04301, 2021
832021
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
792021
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
65*
Skew Orthogonal Convolutions
S Singla, S Feizi
International Conference on Machine Learning (ICML), 2021, 0
61*
Second-order provable defenses against adversarial attacks
S Singla, S Feizi
International Conference on Machine Learning (ICML), 2020, 0
53*
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
472019
Low Curvature Activations Reduce Overfitting in Adversarial Training
V Singla, S Singla, D Jacobs, S Feizi
International Conference on Computer Vision (ICCV), 2021, 2021
402021
Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100
S Singla, S Singla, S Feizi
arXiv preprint arXiv:2108.04062, 2021
392021
Fantastic four: Differentiable bounds on singular values of convolution layers
S Singla, S Feizi
arXiv preprint arXiv:1911.10258, 2019
302019
Robustness certificates against adversarial examples for relu networks
S Singla, S Feizi
arXiv preprint arXiv:1902.01235, 2019
162019
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
152022
Improved techniques for deterministic l2 robustness
S Singla, S Feizi
Advances in Neural Information Processing Systems 35, 16110-16124, 2022
72022
Data-centric debugging: mitigating model failures via targeted data collection
S Singla, AM Chegini, M Moayeri, S Feiz
arXiv preprint arXiv:2211.09859, 2022
42022
Spuriosity rankings: Sorting data for spurious correlation robustness
M Moayeri, W Wang, S Singla, S Feizi
arXiv preprint arXiv:2212.02648, 2022
32022
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
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Articles 1–17