Gugan Thoppe
- A Concentration Bound for Stochastic Approximation via Alekseev's\n Formula
2015/06/26 by Gugan Thoppe, Thoppe, Gugan, Vivek S. Borkar +1 · 2 citations
Economics, Econometrics and Finance · Mathematics · Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #FOS: Mathematics #Mathematical Biology Tumor Growth #Optimization and Control (math.OC) #Stochastic processes and financial applications
- A Tale of Two-Timescale Reinforcement Learning with the Tightest Finite-Time Bound
2019/11/20 by Gal Dalal, Dalal, Gal, Balázs Szörényi +3 · 2 citations
Computer Science · Decision Sciences · #Adaptive Dynamic Programming Control #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Probability (math.PR) #Reinforcement Learning in Robotics
- Finite Sample Analysis of Two-Timescale Stochastic Approximation with Applications to Reinforcement Learning
2017/03/15 by Gal Dalal, Dalal, Gal, Balázs Szörényi +5 · 2 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Simulation Techniques and Applications #Traffic control and management
- Does DQN Learn?
2022/05/26 by Aditya Gopalan, Gopalan, Aditya, Gugan Thoppe +1 · 2 citations
Computer Science · Engineering · #Reinforcement Learning in Robotics #Advancements in Semiconductor Devices and Circuit Design #Evolutionary Algorithms and Applications
- Finite Sample Analyses for TD(0) with Function Approximation
2017/04/04 by Gal Dalal, Dalal, Gal, Balázs Szörényi +5 · 1 citation
Computer Science · #Reinforcement Learning in Robotics #Evolutionary Algorithms and Applications #Advanced Multi-Objective Optimization Algorithms