36 citations · 43 across the 7 of their papers we have counts for
7 papers
Therefore I am. I Think
Esakkivel Esakkiraja, Sai Rajeswar, Denis Akhiyarov +1
We consider the question: when a large language reasoning model makes a choice, did it think first and then decide to, or decide first and then think? In this paper, we present evi…
Bayes-Nash Generative Privacy Against Membership Inference Attacks
Tao Zhang, Rajagopal Venkatesaramani, Rajat K. De +2
Membership inference attacks (MIAs) pose significant privacy risks by determining whether individual data is in a dataset. While differential privacy (DP) mitigates these risks, it…
A Game-Theoretic Approach to Privacy-Utility Tradeoff in Sharing Genomic Summary Statistics
Tao Zhang, Rajagopal Venkatesaramani, Rajat K. De +2
The advent of online genomic data-sharing services has sought to enhance the accessibility of large genomic datasets by allowing queries about genetic variants, such as summary sta…
Enabling Trade-offs in Privacy and Utility in Genomic Data Beacons and Summary Statistics
Rajagopal Venkatesaramani, Zhiyu Wan, Bradley A. Malin +1
The collection and sharing of genomic data are becoming increasingly commonplace in research, clinical, and direct-to-consumer settings. The computational protocols typically adopt…
Defending Against Membership Inference Attacks on Beacon Services
Rajagopal Venkatesaramani, Zhiyu Wan, Bradley A. Malin +1
Large genomic datasets are now created through numerous activities, including recreational genealogical investigations, biomedical research, and clinical care. At the same time, ge…
Re-identification of Individuals in Genomic Datasets Using Public Face Images
Rajagopal Venkatesaramani, Bradley A. Malin, Yevgeniy Vorobeychik
DNA sequencing is becoming increasingly commonplace, both in medical and direct-to-consumer settings. To promote discovery, collected genomic data is often de-identified and shared…
Community Detection by Information Flow Simulation
Rajagopal Venkatesaramani, Yevgeniy Vorobeychik
Community detection remains an important problem in data mining, owing to the lack of scalable algorithms that exploit all aspects of available data - namely the directionality of…