Can AI-generated text be reliably detected? VS Sadasivan, A Kumar, S Balasubramanian, W Wang, S Feizi arXiv preprint arXiv:2303.11156, 2023 | 282 | 2023 |
On the cost of essentially fair clusterings IO Bercea, M Groß, S Khuller, A Kumar, C Rösner, DR Schmidt, ... arXiv preprint arXiv:1811.10319, 2018 | 120 | 2018 |
Curse of dimensionality on randomized smoothing for certifiable robustness A Kumar, A Levine, T Goldstein, S Feizi International Conference on Machine Learning, 5458-5467, 2020 | 89 | 2020 |
Certifying llm safety against adversarial prompting A Kumar, C Agarwal, S Srinivas, S Feizi, H Lakkaraju arXiv preprint arXiv:2309.02705, 2023 | 61 | 2023 |
Detection as regression: Certified object detection with median smoothing P Chiang, M Curry, A Abdelkader, A Kumar, J Dickerson, T Goldstein Advances in Neural Information Processing Systems 33, 1275-1286, 2020 | 60 | 2020 |
Policy smoothing for provably robust reinforcement learning A Kumar, A Levine, S Feizi arXiv preprint arXiv:2106.11420, 2021 | 46 | 2021 |
Certifying confidence via randomized smoothing A Kumar, A Levine, S Feizi, T Goldstein Advances in Neural Information Processing Systems 33, 5165-5177, 2020 | 38 | 2020 |
Center smoothing: Certified robustness for networks with structured outputs A Kumar, T Goldstein Advances in Neural Information Processing Systems 34, 5560-5575, 2021 | 20 | 2021 |
Robustness of ai-image detectors: Fundamental limits and practical attacks M Saberi, VS Sadasivan, K Rezaei, A Kumar, A Chegini, W Wang, S Feizi arXiv preprint arXiv:2310.00076, 2023 | 16 | 2023 |
Tight second-order certificates for randomized smoothing A Levine, A Kumar, T Goldstein, S Feizi arXiv preprint arXiv:2010.10549, 2020 | 11 | 2020 |
Certifying model accuracy under distribution shifts A Kumar, A Levine, T Goldstein, S Feizi arXiv preprint arXiv:2201.12440, 2022 | 6 | 2022 |
Capacitated k-center problem with vertex weights A Kumar 36th IARCS Annual Conference on Foundations of Software Technology and …, 2016 | 5 | 2016 |
Manipulating large language models to increase product visibility A Kumar, H Lakkaraju arXiv preprint arXiv:2404.07981, 2024 | 4 | 2024 |
Towards safe and aligned large language models for medicine T Han, A Kumar, C Agarwal, H Lakkaraju arXiv preprint arXiv:2403.03744, 2024 | 3 | 2024 |
Provable Robustness against Wasserstein Distribution Shifts via Input Randomization A Kumar, A Levine, T Goldstein, S Feizi ICLR 2023, 2023 | 3 | 2023 |
Center Smoothing: Provable Robustness for Functions with Metric-Space Outputs A Kumar, T Goldstein arXiv preprint arXiv:2102.09701, 2021 | 3* | 2021 |
Provable Robustness for Streaming Models with a Sliding Window A Kumar, VS Sadasivan, S Feizi arXiv preprint arXiv:2303.16308, 2023 | | 2023 |
Extending the Scope of Provable Adversarial Robustness in Machine Learning A Kumar | | 2023 |