ACE: Sending Burstiness Control for High-Quality Real-time Communication
Xiangjie Huang, Jiayang Xu, Haiping Wang, Hebin Yu, Sandesh Dhawaskar Sathyanarayana, Shu Shi, Zili Meng
Abstract
Modern real-time communication (RTC) demands both ultra-low latency and consistently high visual quality. Yet, as content becomes more dynamic and RTTs shrink, we reveal a previously overlooked problem: long-tail queuing latency in the sender's pacing queue between encoder and network. This phenomenon is rooted in a mismatch between the bursty frame stream produced by the encoder and the smooth traffic expected by the network. Existing approaches trying to smoothen the bitrate inevitably force an undesirable trade-off between latency and video quality. To address this, we propose a dual-control approach that manages both the encoding and transmission burstiness. At the sender, we dynamically adjust the bucket size of a token-based pacer to control burstiness at the granularity of frame level. Within the encoder, we introduce an adaptive complexity mechanism that smoothens frame sizes without sacrificing quality. Trace-driven emulation and real-world experiments show our solution ACE reduces end-to-end 95th percentile latency by up to 43% while maintaining superior visual quality versus the state of the art.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers4
- QCON: Seamless QoE-Aware 5G Streaming via Multi-ConnectivityGoodsol Lee, Junhong Min, Seyeon Kim, Juheon Yi et al.NSDI 2026 · 3 citations
- MAE: More Adaptive Video Encoder for Consistent Low Latency in High-Quality Real-Time CommunicationHua Meng, Yufan Zhuang, Yasna Noushirvani, Xiangjie Huang et al.NSDI 2026 · 3 citations
- Camel: Frame-Level Bandwidth Estimation for Low-Latency Live Streaming under Video Bitrate UndershootingLiming Liu, Zhidong Jia, Li Jiang, Wei Zhang et al.WWW 2026
- Breath: Adaptive Protection Boundary in FEC Encoding for Mobile Real-Time Video StreamingShiyang Huang, Gerui Lv, Yuankang Zhao, Jiaxing Zhang et al.WWW 2026
Builds on17
- Tambur: Efficient loss recovery for videoconferencing via streaming codesMichael Rudow, Francis Y. Yan, Abhishek Kumar, Ganesh Ananthanarayanan et al.NSDI 2023 · 77 citations
- Achieving consistent low latency for wireless real-time communications with the shortest control loopZili Meng, Yaning Guo, Chen Sun, Bo Wang et al.SIGCOMM 2022 · 72 citations
- TACK: Improving Wireless Transport Performance by Taming AcknowledgmentsTong Li, Kai Zheng, Ke Xu, Rahul Arvind Jadhav et al.SIGCOMM 2020 · 54 citations
- GRACE: Loss-Resilient Real-Time Video through Neural CodecsYihua Cheng, Ziyi Zhang, Hanchen Li, Anton Arapin et al.NSDI 2024 · 53 citations
- Hairpin: Rethinking Packet Loss Recovery in Edge-based Interactive Video StreamingZili Meng, Xiao Kong, Jing Chen, Bo Wang et al.NSDI 2024 · 49 citations
Related papers
- PDStream: Slashing Long- Tail Delay in Interactive Video Streaming via Pseudo-Dual StreamingXuedou Xiao, Yingying Zuo, Mingxuan Yan, Kezhong Liu et al.INFOCOM 2025 · 1 citation
- Predictable Real-Time Video Latency Control with Frame-Level CollaborationJiaxing Zhang, Qinghua Wu, Gerui Lv, Wenji Du et al.RTSS 2025
- Enabling High Quality Real-Time Communications with Adaptive Frame-RateZili Meng, Tingfeng Wang, Yixin Shen, Bo Wang et al.NSDI 2023 · 46 citations
- Exstream: A Delay-minimized Streaming System with Explicit Frame Queueing Delay MeasurementShinik Park, Sanghyun Han, Junseon Kim, Jongyun Lee et al.INFOCOM 2024 · 1 citation
- Real-Time Video Gets a Fast Lane via Smart Queue Flushing at the Wireless EdgeYixuan Zhang, Zili Meng, Enhuan Dong, Yan Zhang et al.INFOCOM 2026
