Gugan Thoppe

Finite Sample Analyses for TD(0) With Function Approximation

Gal Dalal, Balázs Szörényi, Gugan Thoppe et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 107 citations · Full text

Convergence Rates, Finite Sample Analyses, Engineering +14

Finite Sample Analysis of Two-Timescale Stochastic Approximation with Applications to Reinforcement Learning

Gal Dalal, Balázs Szörényi, Gugan Thoppe et al. · arXiv (Cornell University) · 2017 · 37 citations · Full text

Engineering, Machine Learning, Stochastic Optimization +13

A Tale of Two-Timescale Reinforcement Learning with the Tightest Finite-Time Bound

Gal Dalal, Balázs Szörényi, Gugan Thoppe · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 30 citations · Full text

Engineering, Game Theory, Value Function Approximation +18

Randomly Weighted $d$-Complexes: Minimal Spanning Acycles and Persistence Diagrams

Primož Škraba, Gugan Thoppe, D. Yogeshwaran · The Electronic Journal of Combinatorics · 2020 · 19 citations · Full text

Persistence Diagrams, Engineering, Integrable Probability +10

A stochastic Kaczmarz algorithm for network tomography

Gugan Thoppe, Vivek S. Borkar, D. Manjunath · Automatica · 2014 · 13 citations · Full text

Network Science, Engineering, Data Science +7