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