Light Weight RL Based Run Time Power Management Methodology for Edge Devices. - Ratnala Vinay; Pradip Sasmal; Chandrajit Pal; Toshihisa Haraki; Kazuhiro Tamura; Chirag Juyal; Mohamed Amir Gabir Elbakri; Sumohana S. Channappayya; Amit Acharyya (ICECS 2022, 2022)

Power and Memory Efficient High-Speed RL Based Run time Power Manager for Edge Computation. - Ratnala Vinay; Kartik Laad; Chandrajit Pal; Pradip Sasmal; Toshihisa Haraki; Chirag Juyal; Mohamed Amir Gabir Elbakri; Amit Acharyya (MWSCAS, 2023)

Run-Time Prevention of Thermal Throttling on the Edge using Reinforcement-Learning Based Predictive Thermal Aware Power and Performance Management. - Parveen Nisha; Ratnala Vinay; Kartik Laad; Pradip Sasmal; Toshihisa Haraki; Chirag Juyal; Mohamed Amir Gabir Elbakri; Amit Acharyya (NewCAS, 2024)