Swetha Ganesh

According to our database, Swetha Ganesh authored at least 11 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Efficient <i>Q</i>-Learning and Actor-Critic Methods for Robust Average Reward Reinforcement Learning.

Yang Xu, Swetha Ganesh, Vaneet Aggarwal

CoRR, June, 2025

Regret Analysis of Average-Reward Unichain MDPs via an Actor-Critic Approach.

Swetha Ganesh, Vaneet Aggarwal

CoRR, May, 2025

Global Convergence for Average Reward Constrained MDPs with Primal-Dual Actor Critic Algorithm.

Yang Xu, Swetha Ganesh, Washim Uddin Mondal, Qinbo Bai, Vaneet Aggarwal

CoRR, May, 2025

Order-Optimal Global Convergence for Actor-Critic with General Policy and Neural Critic Parametrization.

Swetha Ganesh, Jiayu Chen, Washim Uddin Mondal, Vaneet Aggarwal

Proceedings of the Conference on Uncertainty in Artificial Intelligence, 2025

Order-Optimal Regret with Novel Policy Gradient Approaches in Infinite-Horizon Average Reward MDPs.

Swetha Ganesh, Washim Uddin Mondal, Vaneet Aggarwal

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

Global Convergence Guarantees for Federated Policy Gradient Methods with Adversaries.

Swetha Ganesh, Jiayu Chen, Gugan Thoppe, Vaneet Aggarwal

Trans. Mach. Learn. Res., 2024

An Accelerated Multi-level Monte Carlo Approach for Average Reward Reinforcement Learning with General Policy Parametrization.

Swetha Ganesh, Vaneet Aggarwal

CoRR, 2024

Variance-Reduced Policy Gradient Approaches for Infinite Horizon Average Reward Markov Decision Processes.

Swetha Ganesh, Washim Uddin Mondal, Vaneet Aggarwal

CoRR, 2024

2023

Does Momentum Help in Stochastic Optimization? A Sample Complexity Analysis.

Swetha Ganesh, Rohan Deb, Gugan Thoppe, Amarjit Budhiraja

Proceedings of the Uncertainty in Artificial Intelligence, 2023

Online Learning with Adversaries: A Differential-Inclusion Analysis.

Swetha Ganesh, Alexandre Reiffers-Masson, Gugan Thoppe

Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

2021

Does Momentum Help? A Sample Complexity Analysis.

Gugan Thoppe, Rohan Deb, Swetha Ganesh, Amarjit Budhiraja

CoRR, 2021