openalexACM Transactions on Multimedia Computing Communications and Applications2025-09-04
Efficient Client Selection for Asynchronous Federated Learning for Adaptive Bitrate Streaming
Yi Jie Wong, Mau‐Luen Tham, Ban-Hoe Kwan, Yoong Choon Chang, Anissa Mokraoui, Feng Ke
Recently, Deep Reinforcement Learning (DRL) has been applied to enhance the Quality of Experience (QoE) of Adaptive Bitrate Streaming (ABR) by adjusting the video quality level in real time based on instantaneous network conditions. To build a state-of-the-art DRL-based ABR (DRLA…