Smoothed functional-based gradient algorithms for off-policy reinforcement learning. - Nithia Vijayan; Prashanth L. A. (CoRR, 2021)

Likelihood ratio-based policy gradient methods for distorted risk measures: A non-asymptotic analysis. - Nithia Vijayan; Prashanth L. A. (CoRR, 2021)

Smoothed functional-based gradient algorithms for off-policy reinforcement learning: A non-asymptotic viewpoint. - Nithia Vijayan; Prashanth L. A. (Syst. Control. Lett., 2021)

Approximate gradient ascent methods for distortion risk measures. - Nithia Vijayan; Prashanth L. A. (CoRR, 2022)

A policy gradient approach for optimization of smooth risk measures. - Nithia Vijayan; Prashanth L. A. (UAI, 2023)

Self-Interested Agents in Collaborative Learning: An Incentivized Adaptive Data-Centric Framework. - Nithia Vijayan; Bryan Kian Hsiang Low (CoRR, 2024)