Buffer awareness neural adaptive video streaming for avoiding extra buffer consumption
Adaptive video streaming has already been a major scheme to transmit videos with high
quality of experience (QoE). However, the improvement of network traffics and the high …
quality of experience (QoE). However, the improvement of network traffics and the high …
PRIOR: deep reinforced adaptive video streaming with attention-based throughput prediction
Video service providers have deployed dynamic video bitrate adaptation services to fulfill
user demands for higher video quality. However, fluctuations and instability of network …
user demands for higher video quality. However, fluctuations and instability of network …
Stick: A harmonious fusion of buffer-based and learning-based approach for adaptive streaming
Off-the-shelf buffer-based approaches leverage a simple yet effective buffer-bound to control
the adaptive bitrate (ABR) streaming system. Nevertheless, such approaches in standard …
the adaptive bitrate (ABR) streaming system. Nevertheless, such approaches in standard …
Ppo-abr: Proximal policy optimization based deep reinforcement learning for adaptive bitrate streaming
Providing a high Quality of Experience (QoE) for video streaming in 5G and beyond 5G
(B5G) networks is challenging due to the dynamic nature of the underlying network …
(B5G) networks is challenging due to the dynamic nature of the underlying network …
Deeplive: QoE optimization for live video streaming through deep reinforcement learning
A new broad of video services that support live streaming has become tremendously
popular in recent years. Compared with traditional video-on-demand (VOD) services, live …
popular in recent years. Compared with traditional video-on-demand (VOD) services, live …
Latency aware adaptive video streaming using ensemble deep reinforcement learning
Y Zhao, QW Shen, W Li, T Xu, WH Niu… - Proceedings of the 27th …, 2019 - dl.acm.org
The development of live broadcasting represents many new technical challenges on
adaptive bitrate (ABR) algorithms, which not only requires stable and high-quality …
adaptive bitrate (ABR) algorithms, which not only requires stable and high-quality …
A learning-based approach for video streaming over fluctuating networks with limited playback buffers
In recent times, the surge in applications like social networking and online learning platforms
has led to a substantial rise in on-demand video streaming, thus ensuring a seamless user …
has led to a substantial rise in on-demand video streaming, thus ensuring a seamless user …
GreenABR+: Generalized Energy-Aware Adaptive Bitrate Streaming
Adaptive bitrate (ABR) algorithms play a critical role in video streaming by making optimal
bitrate decisions in dynamically changing network conditions to provide a high quality of …
bitrate decisions in dynamically changing network conditions to provide a high quality of …
Fedabr: A personalized federated reinforcement learning approach for adaptive video streaming
Y Xu, X Li, Y Yang, Z Lin, L Wang… - 2023 IFIP Networking …, 2023 - ieeexplore.ieee.org
Modern video streaming applications apply adaptive bitrate (ABR) algorithms to enhance
user quality of experience (QoE). The existing model-based ABR algorithms failed to …
user quality of experience (QoE). The existing model-based ABR algorithms failed to …
Vibra: Neural adaptive streaming of VBR-encoded videos
Variable Bitrate (VBR) video encoding can provide much high quality-to-bits ratio compared
to the widely adopted Constant Bitrate (CBR) encoding, and thus receives significant …
to the widely adopted Constant Bitrate (CBR) encoding, and thus receives significant …