32 citations · 55 across the 6 of their papers we have counts for
7 papers
Distributional Off-Policy Evaluation for Slate Recommendations
Shreyas Chaudhari, David Arbour, Georgios Theocharous +1
Recommendation strategies are typically evaluated by using previously logged data, employing off-policy evaluation methods to estimate their expected performance. However, for stra…
Learning Gradients of Convex Functions with Monotone Gradient Networks
Shreyas Chaudhari, Srinivasa Pranav, José M. F. Moura
While much effort has been devoted to deriving and analyzing effective convex formulations of signal processing problems, the gradients of convex functions also have critical appli…
High-Resolution CMB Lensing Reconstruction with Deep Learning
Peikai Li, Ipek Ilayda Onur, Scott Dodelson +1
Next-generation cosmic microwave background (CMB) surveys are expected to provide valuable information about the primordial universe by creating maps of the mass along the line of…
Unsupervised Clustering of Time Series Signals using Neuromorphic Energy-Efficient Temporal Neural Networks
Shreyas Chaudhari, Harideep Nair, José M. F. Moura +1
Unsupervised time series clustering is a challenging problem with diverse industrial applications such as anomaly detection, bio-wearables, etc. These applications typically involv…
Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers
Benjamin Eysenbach, Swapnil Asawa, Shreyas Chaudhari +2
We propose a simple, practical, and intuitive approach for domain adaptation in reinforcement learning. Our approach stems from the idea that the agent's experience in the source d…
Multi-Armed Bandits with Correlated Arms
Samarth Gupta, Shreyas Chaudhari, Gauri Joshi +1
We consider a multi-armed bandit framework where the rewards obtained by pulling different arms are correlated. We develop a unified approach to leverage these reward correlations…
Energy-Delay-Distortion Problem
Rahul Vaze, Shreyas Chaudhari, Akshat Choube +1
An energy-limited source trying to transmit multiple packets to a destination with possibly different sizes is considered. With limited energy, the source cannot potentially transm…