Publications
For a complete and updated list, please see Google Scholar.
| COLM 2024 | Certifying LLM Safety against Adversarial Prompting Aounon Kumar, Chirag Agarwal, Suraj Srinivas, Aaron Jiaxun Li, Soheil Feizi, Himabindu Lakkaraju OpenReview, ArXiv, Code, PDF Media Coverage: Science News Magazine, D^3 Institute at Harvard. |
| Preprint | Manipulating Large Language Models to Increase Product Visibility Aounon Kumar, Himabindu Lakkaraju ArXiv, Code, PDF Media Coverage: The New York Times. |
| Preprint | Can AI-Generated Text be Reliably Detected? Vinu Sankar Sadasivan, Aounon Kumar, Sriram Balasubramanian, Wenxiao Wang, Soheil Feizi ArXiv, Code, PDF Media Coverage: The Washington Post, Wired, New Scientist, The Register, TechSpot. |
| ICLR 2023 | Provable Robustness against Wasserstein Distribution Shifts via Input Randomization Aounon Kumar, Alexander Levine, Tom Goldstein, Soheil Feizi OpenReview, ArXiv, Code, PDF |
| ICLR 2022 | Policy Smoothing for Provably Robust Reinforcement Learning Aounon Kumar, Alexander Levine, Soheil Feizi OpenReview, ArXiv, Code, PDF |
| ICLR 2024 | Robustness of AI-Image Detectors: Fundamental Limits and Practical Attacks Mehrdad Saberi, Vinu Sankar Sadasivan, Keivan Rezaei, Aounon Kumar, Atoosa Chegini, Wenxiao Wang, Soheil Feizi OpenReview, ArXiv, Code, PDF Media Coverage: MIT Technology Review, The Verge, Wired. |
| ICML 2020 | Curse of Dimensionality on Randomized Smoothing for Certifiable Robustness Aounon Kumar, Alexander Levine, Tom Goldstein, Soheil Feizi ICML Proceedings, ArXiv, Code, PDF |
| NeurIPS 2021 | Center Smoothing: Provable Robustness for Functions with Structured Outputs Aounon Kumar, Tom Goldstein NeurIPS Proceedings, ArXiv, Code, PDF |
| NeurIPS 2020 | Certifying Confidence via Randomized Smoothing Aounon Kumar, Alexander Levine, Soheil Feizi, Tom Goldstein NeurIPS Proceedings, ArXiv, Code, PDF |
| NeurIPS 2020 | Detection as Regression: Certified Object Detection by Median Smoothing Ping-yeh Chiang, Michael J. Curry, Ahmed Abdelkader, Aounon Kumar, John Dickerson, Tom Goldstein NeurIPS Proceedings, ArXiv, Code, PDF |
| Preprint 2023 | Provable Robustness for Streaming Models with a Sliding Window Aounon Kumar, Vinu Sankar Sadasivan, Soheil Feizi ArXiv, PDF |
| Preprint 2020 | Tight Second-Order Certificates for Randomized Smoothing Alexander Levine, Aounon Kumar, Thomas Goldstein, Soheil Feizi ArXiv, Code, PDF |
| APPROX 2019 | On the cost of essentially fair clusterings Ioana O. Bercea, Martin Groß, Samir Khuller, Aounon Kumar, Clemens Rösner, Daniel R. Schmidt, Melanie Schmidt APPROX 2019 PDF, ArXiv, PDF |
| FSTTCS 2016 | Capacitated k-Center Problem with Vertex Weights Aounon Kumar FSTTCS 2016 PDF |