no code implementations • 22 May 2024 • Sunrit Chakraborty, Saptarshi Roy, Debabrota Basu
Motivated by data privacy concerns in these applications, we study the joint differentially private high dimensional sparse linear bandits, where both rewards and contexts are considered as private data.
1 code implementation • 11 Nov 2022 • Sunrit Chakraborty, Saptarshi Roy, Ambuj Tewari
We consider the stochastic linear contextual bandit problem with high-dimensional features.
no code implementations • 15 Feb 2021 • Sunrit Chakraborty, Aritra Guha, Rayleigh Lei, XuanLong Nguyen
Analysis of heterogeneous patterns in complex spatio-temporal data finds usage across various domains in applied science and engineering, including training autonomous vehicles to navigate in complex traffic scenarios.