39 citations · 49 across the 5 of their papers we have counts for
3 papers · 1 filter
Autothrottle: A Practical Bi-Level Approach to Resource Management for SLO-Targeted Microservices
Zibo Wang, Pinghe Li, Chieh-Jan Mike Liang +2
Achieving resource efficiency while preserving end-user experience is non-trivial for cloud application operators. As cloud applications progressively adopt microservices, resource…
Teal: Learning-Accelerated Optimization of WAN Traffic Engineering
Zhiying Xu, Francis Y. Yan, Rachee Singh +3
The rapid expansion of global cloud wide-area networks (WANs) has posed a challenge for commercial optimization engines to efficiently solve network traffic engineering (TE) proble…
Automatic Curriculum Generation for Learning Adaptation in Networking
Zhengxu Xia, Yajie Zhou, Francis Y. Yan +1
As deep reinforcement learning (RL) showcases its strengths in networking and systems, its pitfalls also come to the public's attention--when trained to handle a wide range of netw…