Learning in situ: a randomized experiment in video streaming

FY Yan, H Ayers, C Zhu, S Fouladi, J Hong… - … USENIX Symposium on …, 2020 - usenix.org
We describe the results of a randomized controlled trial of video-streaming algorithms for
bitrate selection and network prediction. Over the last year, we have streamed 38.6 years of …

Comyco: Quality-aware adaptive video streaming via imitation learning

T Huang, C Zhou, RX Zhang, C Wu, X Yao… - Proceedings of the 27th …, 2019 - dl.acm.org
Learning-based Adaptive Bit Rate~(ABR) method, aiming to learn outstanding strategies
without any presumptions, has become one of the research hotspots for adaptive streaming …

Cadm: Codec-aware diffusion modeling for neural-enhanced video streaming

Q Zhou, R Li, S Guo, P Dong, Y Liu, J Guo… - arXiv preprint arXiv …, 2022 - arxiv.org
Recent years have witnessed the dramatic growth of Internet video traffic, where the video
bitstreams are often compressed and delivered in low quality to fit the streamer's uplink …

Quality-aware neural adaptive video streaming with lifelong imitation learning

T Huang, C Zhou, X Yao, RX Zhang… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
Existing Adaptive Bitrate (ABR) algorithms pick future video chunks' bitrates via fixed rules or
offline trained models to ensure good quality of experience (QoE) for Internet video …

Lumos: Towards better video streaming qoe through accurate throughput prediction

G Lv, Q Wu, W Wang, Z Li, G Xie - IEEE INFOCOM 2022-IEEE …, 2022 - ieeexplore.ieee.org
ABR algorithms dynamically select the bitrate of chunks based on the network capacity. To
estimate the network capacity, most ABR algorithms use throughput prediction while recent …

VOXEL: Cross-layer optimization for video streaming with imperfect transmission

M Palmer, M Appel, K Spiteri… - Proceedings of the 17th …, 2021 - dl.acm.org
Delivering videos under less-than-ideal network conditions without compromising end-
users' quality of experiences is a hard problem. Virtually all prior work follow a piecemeal …

Common media client data (cmcd) initial findings

A Bentaleb, M Lim, MN Akcay, AC Begen… - Proceedings of the 31st …, 2021 - dl.acm.org
In September 2020, the Consumer Technology Association (CTA) published the CTA-5004:
Common Media Client Data (CMCD) specification. Using this specification, a media client …

Quality-aware strategies for optimizing ABR video streaming QoE and reducing data usage

Y Qin, S Hao, KR Pattipati, F Qian, S Sen… - Proceedings of the 10th …, 2019 - dl.acm.org
Streaming videos over cellular networks is highly challenging. Since cellular data is a
relatively scarce resource, many video and network providers offer options for users to …

A control theoretic approach to ABR video streaming: A fresh look at PID-based rate adaptation

Y Qin, R Jin, S Hao, KR Pattipati, F Qian… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Adaptive bitrate streaming (ABR) has become the de facto technique for video streaming
over the Internet. Despite a flurry of techniques, achieving high quality ABR streaming over …

An apprenticeship learning approach for adaptive video streaming based on chunk quality and user preference

W Li, J Huang, S Wang, C Wu, S Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Video traffic has experienced an exponential increase in current years due to the growing
ubiquity of mobile equipment and the constant network improvement. Most commercial …