Variance Penalized On-Policy and Off-Policy Actor-Critic. - Arushi Jain; Gandharv Patil; Ayush Jain; Khimya Khetarpal; Doina Precup (AAAI, 2021)

Finite time analysis of temporal difference learning with linear function approximation: Tail averaging and regularisation. - Gandharv Patil; Prashanth L. A.; Dheeraj Nagaraj; Doina Precup (AISTATS, 2023)

On learning history-based policies for controlling Markov decision processes. - Gandharv Patil; Aditya Mahajan; Doina Precup (AISTATS, 2024)

Robust Reward Modeling via Causal Rubrics. - Pragya Srivastava; Harman Singh; Rahul Madhavan; Gandharv Patil; Sravanti Addepalli; Arun Sai Suggala; Rengarajan Aravamudhan; Soumya Sharma; Anirban Laha; Aravindan Raghuveer; Karthikeyan Shanmugam; Doina Precup (CoRR, 2025)