Manik Gupta

An efficient on-policy actor–critic architecture for adaptive bitrate streaming using deep reinforcement learning

The proposed GRASP algorithm outperforms Comyco and other cutting-edge DRL-based ABR methods under a variety of network situations and reduces the stall ratio compared to Comyco up to 67% and 70% for 5G and 4G networks respectively.