activity
20112026
most citedCFR-RL: Traffic Engineering with Reinforcement Learning in SDN

184 citations · 278 across the 15 of their papers we have counts for

collaborators

15 papers

cs.DC2026

Analytical Power-Aware Provisioning for Prefill-Decode Disaggregated AI Inference

Mingyuan Yan, Haiyu Wang, Linxuan Biao +3

Power availability increasingly constrains the operation of AI inference fleets, creating a need for provisioning methods that jointly consider serving capacity and power consumpti…

cs.NI2020★ 184 cited

CFR-RL: Traffic Engineering with Reinforcement Learning in SDN

Junjie Zhang, Minghao Ye, Zehua Guo +2

Traditional Traffic Engineering (TE) solutions can achieve the optimal or near-optimal performance by rerouting as many flows as possible. However, they do not usually consider the…

cs.NI2020

To schedule or not to schedule: when no-scheduling can beat the best-known flow scheduling algorithm in datacenter networks

Soheil Abbasloo, Yang Xu, H. Jonathan Chao

Conventional wisdom for minimizing the average flow completion time (AFCT) in the datacenter network (DCN), where flow sizes are highly variable, would suggest scheduling every ind…

cs.NI2020★ 8 cited

SharpEdge: An Asynchronous and Core-Agnostic Solution to Guarantee Bounded-Delays

Soheil Abbasloo, H. Jonathan Chao

What are the key properties that a network should have to provide bounded-delay guarantees for the packets? In this paper, we attempt to answer this question. To that end, we explo…

cs.NI2019

Wanna Make Your TCP Scheme Great for Cellular Networks? Let Machines Do It for You!

Soheil Abbasloo, Chen-Yu Yen, H. Jonathan Chao

Can we instead of designing just another new TCP, design a TCP \textit{plug-in} which can boost the performance of the existing/future TCP designs in cellular networks? To answer t…

cs.NI2019★ 3 cited

Bounding Queue Delay in Cellular Networks to Support Ultra-Low Latency Applications

Soheil Abbasloo, H. Jonathan Chao

Most of the current active queue management (AQM) designs have major issues including severe hardship of being tuned for highly fluctuated cellular access link bandwidths. Conseque…

cs.NI2019

Intelligent Anomaly Detection and Mitigation in Data Centers

Ashkan Aghdai, Kang Xi, H. Jonathan Chao

Data centers play a key role in today's Internet. Cloud applications are mainly hosted on multi-tenant warehouse-scale data centers. Anomalies pose a serious threat to data centers…

cs.NI2019★ 3 cited

Toward Optimal Performance with Network Assisted TCP at Mobile Edge

Soheil Abbasloo, Yang Xu, H. Jonathon Chao +3

In contrast to the classic fashion for designing distributed end-to-end (e2e) TCP schemes for cellular networks (CN), we explore another design space by having the CN assist the ta…

cs.NI2019★ 4 cited

Enabling Mobility in LTE-Compatible Mobile-edge Computing with Programmable Switches

Ashkan Aghdai, Yang Xu, Mark Huang +2

Network softwarization triggered a new wave of innovation in modern network design. The next generation of mobile networks embraces this trend. Mobile-edge computing (MEC) is a key…

cs.NI2018

HyLine: a Simple and Practical Flow Scheduling for Commodity Datacenters

Soheil Abbasloo, Yang Xu, H. Jonathan Chao

Today's datacenter networks (DCNs) have been built upon multipath topologies where each path contains multiple links. However, flow scheduling schemes proposed to minimize flow com…

cs.NI2018★ 3 cited

Cellular Controlled Delay TCP (C2TCP)

Soheil Abbasloo, Tong Li, Yang Xu +1

Cellular networks have special characteristics including highly variable channels, fast fluctuating capacities, deep per user buffers, self-inflicted queuing delays, radio uplink/d…

cs.NI2018

Spotlight: Scalable Transport Layer Load Balancing for Data Center Networks

Ashkan Aghdai, Cing-Yu Chu, Yang Xu +3

Load Balancing plays a vital role in modern data centers to distribute traffic among instances of network functions or services. State-of-the-art load balancers such as Silkroad di…

cs.NI2017★ 6 cited

Design of a Hybrid Modular Switch

Ashkan Aghdai, Yang Xu, H. Jonathan Chao

Network Function Virtualization (NFV) shed new light for the design, deployment, and management of cloud networks. Many network functions such as firewalls, load balancers, and int…

cs.NI2011

Trimming the Multipath for Efficient Dynamic Routing

Adrian Sai-wah Tam, Kang Xi, H. Jonathan Chao

Multipath routing is a trivial way to exploit the path diversity to leverage the network throughput. Technologies such as OSPF ECMP use all the available paths in the network to fo…

cs.NI2011★ 67 cited

Use of Devolved Controllers in Data Center Networks

Adrian S. -W. Tam, Kang Xi, H. Jonathan Chao

In a data center network, for example, it is quite often to use controllers to manage resources in a centralized man- ner. Centralized control, however, imposes a scalability probl…