Structural Properties of Optimal Transmission Policies for Delay-Sensitive Energy Harvesting Wireless Sensors. - Nikhilesh Sharma; Nicholas Mastronarde; Jacob Chakareski (ICC, 2018)

Action Evaluation Hardware Accelerator for Next-Generation Real-Time Reinforcement Learning in Emerging IoT Systems. - Jianchi Sun; Nikhilesh Sharma; Jacob Chakareski; Nicholas Mastronarde; Yingjie Lao (ISVLSI, 2020)

Deep Reinforcement Learning for Delay-Sensitive LTE Downlink Scheduling. - Nikhilesh Sharma; Sen Zhang; Someshwar Rao Somayajula Venkata; Filippo Malandra; Nicholas Mastronarde; Jacob Chakareski (PIMRC, 2020)

Delay-Sensitive Energy-Harvesting Wireless Sensors: Optimal Scheduling, Structural Properties, and Approximation Analysis. - Nikhilesh Sharma; Nicholas Mastronarde; Jacob Chakareski (IEEE Trans. Commun., 2020)

Accelerated Structure-Aware Reinforcement Learning for Delay-Sensitive Energy Harvesting Wireless Sensors. - Nikhilesh Sharma; Nicholas Mastronarde; Jacob Chakareski (IEEE Trans. Signal Process., 2020)

Value Function Approximation Algorithms for Reinforcement Learning in Delay-Sensitive Wireless Communications. - Nikhilesh Sharma (2020)

Improving Data-Driven Reinforcement Learning in Wireless IoT Systems Using Domain Knowledge. - Nicholas Mastronarde; Nikhilesh Sharma; Jacob Chakareski (IEEE Commun. Mag., 2021)

Hardware Acceleration for Postdecision State Reinforcement Learning in IoT Systems. - Jianchi Sun; Nikhilesh Sharma; Jacob Chakareski; Nicholas Mastronarde; Yingjie Lao (IEEE Internet Things J., 2022)