Behavioural cloning based RL agents for district energy management. - Sharath Ram Kumar; Arvind Easwaran; Benoit Delinchant; Remy Rigo-Mariani (BuildSys, 2022)

Towards Safe Model-Free Building Energy Management using Masked Reinforcement Learning. - Sharath Ram Kumar; Rémy Rigo-Mariani; Benoit Delinchant; Arvind Easwaran (ISGT EUROPE, 2023)

Real-time Retail Electricity Pricing Using Offline Reinforcement Learning. - Sharath Ram Kumar; Arvind Easwaran; Benoit Delinchant; Remy Rigo-Mariani (e-Energy, 2024)

Improving Demand Response Programs Using Override Signals with Reinforcement Learning. - Sharath Ram Kumar; Arvind Easwaran; Benoit Delinchant; Remy Rigo-Mariani (e-Energy, 2025)