Kunal Talwar, Abhradeep Thakurta and Li Zhang. Private Empirical Risk Minimization Beyond the Worst Case: The Effect of the Constraint Set Geometry. [Submitted to COLT-2015].
Ruggerio Cavallo, Chris Wilkins, and Abhradeep Thakurta. Permutation Invariant Learning and Dynamic Mechanism Design. [Submitted to EC-2015].
Prateek Jain, Vivek Kulkarni, Abhradeep Thakurta and Oliver Williams. To Drop or Not to Drop: Generalizability, Stability and Privacy of Dropout. [Submitted to ICML-2015].
Abhradeep Thakurta. Beyond Worst Case Sensitivity in Private Data Analysis. [Survey article. Encylopedia of Algorithms].