129 citations · 605 across the 54 of their papers we have counts for
3 papers · 1 filter
Adaptive Discretization for Episodic Reinforcement Learning in Metric Spaces
Sean R. Sinclair, Siddhartha Banerjee, Christina Lee Yu
We present an efficient algorithm for model-free episodic reinforcement learning on large (potentially continuous) state-action spaces. Our algorithm is based on a novel -learni…
Online Allocation and Pricing: Constant Regret via Bellman Inequalities
Alberto Vera, Siddhartha Banerjee, Itai Gurvich
We develop a framework for designing simple and efficient policies for a family of online allocation and pricing problems, that includes online packing, budget-constrained probing,…
The Bayesian Prophet: A Low-Regret Framework for Online Decision Making
Alberto Vera, Siddhartha Banerjee
We develop a new framework for designing online policies given access to an oracle providing statistical information about an offline benchmark. Having access to such prediction or…