Selected Publications

Biblio Author: Zhu R

2023

Basar T, Mao W, Simchi-Levi D, Zhang K, Zhu R

2023

Model-Free Non-Stationary Reinforcement Learning: Near-Optimal Regret and Applications in Multi-Agent Reinforcement Learning and Inventory Control

Management Science
2023

Cheung W. C., Simchi-Levi D, Zhu R

2023

Non-Stationary Reinforcement Learning: The Blessing of (More) Optimism

Management Science
2022

Simchi-Levi D, Sun R, Wu MXiao, Zhu R

2022

Calibrating Sales Forecast in a Pandemic Using Competitive Online Non-Parametric Regression

Management Science
2021

Basar T, Mao W, Simchi-Levi D, Zhang K, Zhu R

2021

Is Model-Free Learning Nearly Optimal for Non-Stationary RL?

ICML 2021
2021

Bastani H, Simchi-Levi D, Zhu R

2021

Meta Dynamic Pricing: Transfer Learning Across Experiments

Management Science—Special Issue on Data-Driven Prescriptive Analytics
2020

Cheung W. C., Simchi-Levi D, Zhu R

2020

Hedging the Drift: Learning to Optimize under Non-Stationarity

Management Science—Special Issue on Data-Driven Prescriptive Analytics
2020

Cheung W. C., Simchi-Levi D, Zhu R

2020

Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism

ICML 2020
2019

Cheung W. C., Simchi-Levi D, Zhu R

2019

Learning to Optimize under Non-Stationarity

AISTATS 2019