Publication Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches Wen Sun, Nan Jiang, Akshay Krishnamurthy, Alekh Agarwal, John Langford Conference on Learning Theory | June 2019 Project
Publication Orthogonal Random Forest for Causal Inference Vasilis Syrgkanis, Steven Wu International Conference on Machine Learning | June 2019 Project Project
Publication Myopic posterior sampling for adaptive goal oriented design of experiments Kirthevasan Kandasamy, Willie Neiswanger, Reed Zhang, Akshay Krishnamurthy, Jeff Schneider, Barnabas Poczos International Conference on Machine Learning | June 2019
Publication Provably efficient RL with Rich Observations via Latent State Decoding Simon Du, Akshay Krishnamurthy, Nan Jiang, Alekh Agarwal, Miro Dudík, John Langford International Conference on Machine Learning | June 2019 Project
Publication Disagreement-based combinatorial pure exploration: Sample complexity bounds and an efficient algorithm Tongyi Cao, Akshay Krishnamurthy Conference on Learning Theory | June 2019
Publication Using Search Queries to Understand Health Information Needs in Africa Rediet Abebe, Shawndra Hill, Jennifer Wortman Vaughan, Peter M. Small, H. Andrew Schwartz Proceedings of the International AAAI Conference on Web and Social Media | June 2019
Publication Truthful Aggregation of Budget Proposals Rupert Freeman, David Pennock, Dominik Peters, Jennifer Wortman Vaughan Twentieth ACM Conference on Economics and Computation | June 2019
Publication Contextual Bandits with Continuous Actions: Smoothing, Zooming, and Adapting Akshay Krishnamurthy, John Langford, Aleksandrs Slivkins, Chicheng Zhang Conference on Learning Theory | June 2019 Project
Publication Certified Robustness to Adversarial Examples with Differential Privacy Mathias Lecuyer, Vaggelis Atlidakis, Roxana Geambasu, Daniel Hsu, Suman Jana S&P ’19 | May 2019 ArXiv
Publication Competitive Advertising on Brand Search: Traffic Stealing and Customer Selection Andrey Simonov, Shawndra Hill SSRN Electronic Journal | May 2019
