PhD in Computer Science
Northwestern University, 2012
Egeria: Efficient DNN Training with Knowledge-Guided Layer Freezing
Conference paper
Mixed Autoencoder for Self-supervised Visual Representation Learning
Conference paper
SRNIC: A Scalable Architecture for RDMA NICs
Conference paper
Tabi: An Efficient Multi-Level Inference System for Large Language Models
Conference paper
Aeolus: A Building Block for Proactive Transport in Datacenter Networks
Article
Congestion Control for Cross-Datacenter Networks
Article
Efficient Federated Matrix Factorization Against Inference Attacks
Article
Enabling ECN for Datacenter Networks with RTT Variations
Article
Enabling Edge-Cloud Video Analytics for Robotics Applications
Article
Federated Meta Embedding Concept Stock Recommendation
Article
Improving Availability of Vertical Federated Learning: Relaxing Inference on Non-overlapping Data
Article
Article
Book
Addressing Network Bottlenecks with Divide-and-Shuffle Synchronization for Distributed DNN Training
Conference paper
AutoByte: Automatic Configuration for Optimal Communication Scheduling in DNN Training
Conference paper
Connecting the Hosts: Street-Level IP Geolocation with Graph Neural Networks
Conference paper
Cutting Tail Latency in Commodity Datacenters with Cloudburst
Conference paper
DGS: Communication-Efficient Graph Sampling for Distributed GNN Training
Conference paper
FAERY: An FPGA-accelerated Embedding-based Retrieval System
Conference paper
Herald: An Embedding Scheduler for Distributed Embedding Model Training
Conference paper
Liteflow: Towards High-Performance Adaptive Neural Networks for Kernel Datapath
Conference paper
Multi-Objective Congestion Control
Conference paper
Practical Lossless Federated Singular Vector Decomposition over Billion-Scale Data
Conference paper
Selective Cross-City Transfer Learning for Traffic Prediction via Source City Region Re-Weighting
Conference paper
Conference paper
Sphinx: Enabling Privacy-Preserving Online Learning over the Cloud
Conference paper
Spine: An Efficient DRL-based Congestion Control with Ultra-low Overhead
Conference paper
Conference paper
Urban Region Profiling via Multi-Graph Representation Learning
Conference paper
Bds+: An inter-datacenter data replication system with dynamic bandwidth separation
Article
Article
Hone: Mitigating Stragglers in Distributed Stream Processing with Tuple Scheduling
Article
One More Config Is Enough: Saving (DC)TCP for High-Speed Extremely Shallow-Buffered Datacenters
Article
Providing Bandwidth Guarantees, Work Conservation and Low Latency Simultaneously in the Cloud
Article
Datacenter Traffic Optimization with Deep Reinforcement Learning
Book chapter
Secure Efficient Federated KNN for Recommendation Systems
Book chapter
Aegis: A Trusted, Automatic and Accurate Verification Framework for Vertical Federated Learning
Conference paper
Enabling Edge-Cloud Video Analytics For Robotics Applications
Conference paper
FlashPass: Proactive Congestion Control for Shallow-buffered WAN
Conference paper
HAFLO: GPU-Based Acceleration for Federated Logistic Regression
Conference paper
Jellyfish: Locality-Sensitive Subflow Sketching
Conference paper
Managing Multicast Membership for Software Defined Data Center Network
Conference paper
MultiSiam: Self-supervised multi-instance siamese representation learning for autonomous driving
Conference paper
RPO: Receiver-driven Transport Protocol Using Opportunistic Transmission in Data Center
Conference paper
Article
Rethinking Fast and Friendly Transport in Data Center Networks
Article
Secure Federated Matrix Factorization
Article
Article
Federated Recommendation Systems
Book chapter
Aeolus: A Building Block for Proactive Transport in Datacenters
Conference paper
Clustering-preserving Network Flow Sketching
Conference paper
Exploring Clustering of Bandits for Online Recommendation System
Conference paper
One More Config is Enough: Saving (DC)TCP for High-speed Extremely Shallow-buffered Datacenters
Conference paper
RAT-Resilient Allreduce Tree for Distributed Machine Learning
Conference paper
Tagger: Practical PFC Deadlock Prevention in Data Center Networks
Article
Bridging the edge-cloud barrier for real-time advanced vision analytics
Conference paper
Congestion control for cross-datacenter networks
Conference paper
Enabling ECN for Datacenter Networks with RTT Variations
Conference paper
Quantifying the Performance of Federated Transfer Learning
Conference paper
Resilient disaggregated network flow monitoring
Conference paper
Rethinking transport layer design for distributed machine learning
Conference paper
Secure Federated Matrix Factorization
Conference paper
URSA: Hybrid Block Storage for Cloud-Scale Virtual Disks
Conference paper
Article
RepNet: Cutting Latency with Flow Replication in Data Center Networks
Article
Augmenting Proactive Congestion Control with AEOLUs
Conference paper
AuTO: scaling deep reinforcement learning for datacenter-scale automatic traffic optimization
Conference paper
BDS: A Centralized Near-Optimal Overlay Network for Inter-Datacenter Data Replication
Conference paper
Conference paper
Neural Network Meets DCN: Traffic-driven Topology Adaptation with Deep Learning
Conference paper
Pas de deux: Shape the circuits, and shape the apps too!
Conference paper
PowerMan: An Out-of-Band Management Network for Datacenters Using Power Line Communication
Conference paper
Guaranteeing Deadlines for Inter-Data Center Transfers
Article
PIAS: Practical Information-Agnostic Flow Scheduling for Commodity Data Centers
Article
Toward A Scalable, Fault-Tolerant, High-Performance Optical Data Center Architecture
Article
OSA: An Optical Switching Architecture for Data Center Networks with Unprecedented Flexibility
Book chapter
Combining ECN and RTT for Datacenter Transport
Conference paper
Congestion Control for High-speed Extremely Shallow-buffered Datacenter Networks
Conference paper
Enabling Wide-spread Communications on Optical Fabric with MegaSwitch
Conference paper
Rate-Aware Flow Scheduling for Commodity Data Center Networks
Conference paper
Resilient Datacenter Load Balancing in the Wild
Conference paper
Tagger: Practical PFC Deadlock Prevention in Data Center Networks
Conference paper
Towards Zero Copy Dataflows Using RDMA
Conference paper
Explicit Path Control in Commodity Data Centers: Design and Applications
Article
Towards Comprehensive Traffic Forecasting in Cloud Computing: Design and Application
Article
CODA: Toward Automatically Identifying and Scheduling Coflows in the Dark
Conference paper
Deadlocks in Datacenter Networks: Why Do They Form, and How to Avoid Them
Conference paper
Enabling ECN in Multi-Service Multi-Queue Data Centers
Conference paper
Enabling ECN Over Generic Packet Scheduling
Conference paper
Online Flow Size Prediction for Improved Network Routing
Conference paper
OPTAS: Decentralized Flow Monitoring and Scheduling for Tiny Tasks
Conference paper
Providing Bandwidth Guarantees, Work Conservation and Low Latency Simultaneously in the Cloud
Conference paper
Scheduling Mix-Flows in Commodity Datacenters with Karuna
Conference paper
Stream: Decentralized Opportunistic Inter-Coflow Scheduling for Datacenter Networks
Conference paper
Fully programmable and scalable optical switching fabric for petabyte data center
Article
Joint VM Placement and Topology Optimization for Traffic Scalability in Dynamic Datacenter Networks
Article
Article
Explicit Path Control in Commodity Data Centers: Design and Applications
Conference paper
FLOWPROPHET: Generic and Accurate Traffic Prediction for Data-Parallel Cluster Computing
Conference paper
Guaranteeing Deadlines for Inter-Datacenter Transfers
Conference paper
Information-Agnostic Flow Scheduling for Commodity Data Centers
Conference paper
RAPIER: Integrating Routing and Scheduling for Coflow-aware Data Center Networks
Conference paper
WaveCube: A Scalable, Fault-tolerant, High-performance Optical Data Center Architecture
Conference paper
Discount Counting for Fast Flow Statistics on Flow Size and Flow Volume
Article
OSA: An optical switching architecture for data center networks with unprecedented flexibility
Article
VirtualKnotter: Online virtual machine shuffling for congestion resolving in virtualized datacenter
Article
Where the sidewalk ends: Extending the internet as graph using traceroutes from P2P users
Article
BitBill: Scalable, robust, verifiable peer-to-peer billing for cloud computing
Conference paper
CoSwitch: A Cooperative Switching Design for Software Defined Data Center Networking
Conference paper
HadoopWatch: A First Step Towards Comprehensive Traffic Forecasting in Cloud Computing
Conference paper
PIAS: Practical information-agnostic flow scheduling for data center networks
Conference paper
Towards Minimal-delay Deadline-driven Data Center TCP
Conference paper
A measurement study on potential inter-domain routing diversity
Article
DAC: Generic and Automatic Address Configuration for Data Center Networks
Article
Error Tolerant Address Configuration for Data Center Networks with Malfunctioning Devices
Conference paper
GARDEN: Generic addressing and routing for data center networks
Conference paper
OSA: An Optical Switching Architecture for Data Center Networks with Unprecedented Flexibility
Conference paper
VirtualKnotter: Online Virtual Machine Shuffling for Congestion Resolving in Virtualized Datacenter
Conference paper
Border gateway protocol monitoring system can be cost effective
Article
Survey on routing in data centers: Insights and future directions
Article
Conference paper
Dynamic queuing sharing mechanism for per-flow quality of service control
Article
DISCO: Memory Efficient and Accurate Flow Statistics for Network Measurement
Conference paper
Evaluating Potential Routing Diversity for Internet Failure Recovery
Conference paper
Generic and Automatic Address Configuration for Data Center Networks
Conference paper
Compressing the Flow Statistics Counters
Conference paper
On the Eyeshots of BGP Vantage Points
Conference paper
Where the Sidewalk Ends:Extending the Internet AS Graph Using Traceroutes From P2P Users
Conference paper
A Range-adaptive Directional MAC Protocol for Wireless Ad Hoc Networks with Smart Antennas
Article
Addressing Deafness Problems in Wireless Ad-hoc Networks with Directional Antennas
Conference paper
On the Analysis of Efficient Hybrid MAC Protocol for Wireless Sensor Networks
Conference paper
A New Media Access Control Protocol for Wireless Sensor Networks
Article
A New Media Access Control Protocol for Ad-hoc Wireless Sensor Networks
Conference paper
Conference paper
A Probabilistic Energy-Efficient Routing (PEER) Scheme for Ad-hoc Sensor Networks
Conference paper
Aeolus: A Building Block for Proactive Transport in Datacenter Networks
Efficient Federated Matrix Factorization Against Inference Attacks
Enabling Edge-Cloud Video Analytics for Robotics Applications
Improving Availability of Vertical Federated Learning: Relaxing Inference on Non-overlapping Data
Addressing Network Bottlenecks with Divide-and-Shuffle Synchronization for Distributed DNN Training
AutoByte: Automatic Configuration for Optimal Communication Scheduling in DNN Training
Connecting the Hosts: Street-Level IP Geolocation with Graph Neural Networks
Cutting Tail Latency in Commodity Datacenters with Cloudburst
DGS: Communication-Efficient Graph Sampling for Distributed GNN Training
Herald: An Embedding Scheduler for Distributed Embedding Model Training
Liteflow: Towards High-Performance Adaptive Neural Networks for Kernel Datapath
Practical Lossless Federated Singular Vector Decomposition over Billion-Scale Data
Selective Cross-City Transfer Learning for Traffic Prediction via Source City Region Re-Weighting
Sphinx: Enabling Privacy-Preserving Online Learning over the Cloud
Spine: An Efficient DRL-based Congestion Control with Ultra-low Overhead
Urban Region Profiling via Multi-Graph Representation Learning
Bds+: An inter-datacenter data replication system with dynamic bandwidth separation
Hone: Mitigating Stragglers in Distributed Stream Processing with Tuple Scheduling
One More Config Is Enough: Saving (DC)TCP for High-Speed Extremely Shallow-Buffered Datacenters
Providing Bandwidth Guarantees, Work Conservation and Low Latency Simultaneously in the Cloud
Aegis: A Trusted, Automatic and Accurate Verification Framework for Vertical Federated Learning
Enabling Edge-Cloud Video Analytics For Robotics Applications
FlashPass: Proactive Congestion Control for Shallow-buffered WAN
HAFLO: GPU-Based Acceleration for Federated Logistic Regression
Managing Multicast Membership for Software Defined Data Center Network
MultiSiam: Self-supervised multi-instance siamese representation learning for autonomous driving
RPO: Receiver-driven Transport Protocol Using Opportunistic Transmission in Data Center
Aeolus: A Building Block for Proactive Transport in Datacenters
Exploring Clustering of Bandits for Online Recommendation System
One More Config is Enough: Saving (DC)TCP for High-speed Extremely Shallow-buffered Datacenters
RAT-Resilient Allreduce Tree for Distributed Machine Learning
AuTO: scaling deep reinforcement learning for datacenter-scale automatic traffic optimization
BDS: A Centralized Near-Optimal Overlay Network for Inter-Datacenter Data Replication
Neural Network Meets DCN: Traffic-driven Topology Adaptation with Deep Learning
PowerMan: An Out-of-Band Management Network for Datacenters Using Power Line Communication
PIAS: Practical Information-Agnostic Flow Scheduling for Commodity Data Centers
Toward A Scalable, Fault-Tolerant, High-Performance Optical Data Center Architecture
OSA: An Optical Switching Architecture for Data Center Networks with Unprecedented Flexibility
Explicit Path Control in Commodity Data Centers: Design and Applications
Towards Comprehensive Traffic Forecasting in Cloud Computing: Design and Application
CODA: Toward Automatically Identifying and Scheduling Coflows in the Dark
Deadlocks in Datacenter Networks: Why Do They Form, and How to Avoid Them
OPTAS: Decentralized Flow Monitoring and Scheduling for Tiny Tasks
Providing Bandwidth Guarantees, Work Conservation and Low Latency Simultaneously in the Cloud
Stream: Decentralized Opportunistic Inter-Coflow Scheduling for Datacenter Networks
Fully programmable and scalable optical switching fabric for petabyte data center
Joint VM Placement and Topology Optimization for Traffic Scalability in Dynamic Datacenter Networks
Explicit Path Control in Commodity Data Centers: Design and Applications
FLOWPROPHET: Generic and Accurate Traffic Prediction for Data-Parallel Cluster Computing
Information-Agnostic Flow Scheduling for Commodity Data Centers
RAPIER: Integrating Routing and Scheduling for Coflow-aware Data Center Networks
WaveCube: A Scalable, Fault-tolerant, High-performance Optical Data Center Architecture
Discount Counting for Fast Flow Statistics on Flow Size and Flow Volume
OSA: An optical switching architecture for data center networks with unprecedented flexibility
VirtualKnotter: Online virtual machine shuffling for congestion resolving in virtualized datacenter
Where the sidewalk ends: Extending the internet as graph using traceroutes from P2P users
BitBill: Scalable, robust, verifiable peer-to-peer billing for cloud computing
CoSwitch: A Cooperative Switching Design for Software Defined Data Center Networking
HadoopWatch: A First Step Towards Comprehensive Traffic Forecasting in Cloud Computing
PIAS: Practical information-agnostic flow scheduling for data center networks
A measurement study on potential inter-domain routing diversity
DAC: Generic and Automatic Address Configuration for Data Center Networks
Error Tolerant Address Configuration for Data Center Networks with Malfunctioning Devices
GARDEN: Generic addressing and routing for data center networks
OSA: An Optical Switching Architecture for Data Center Networks with Unprecedented Flexibility
VirtualKnotter: Online Virtual Machine Shuffling for Congestion Resolving in Virtualized Datacenter
Guaranteeing Deadlines for Inter-Data Center Transfers
Article
PIAS: Practical Information-Agnostic Flow Scheduling for Commodity Data Centers
Article
Toward A Scalable, Fault-Tolerant, High-Performance Optical Data Center Architecture
Article
OSA: An Optical Switching Architecture for Data Center Networks with Unprecedented Flexibility
Book chapter
Combining ECN and RTT for Datacenter Transport
Conference paper
Congestion Control for High-speed Extremely Shallow-buffered Datacenter Networks
Conference paper
Enabling Wide-spread Communications on Optical Fabric with MegaSwitch
Conference paper
Rate-Aware Flow Scheduling for Commodity Data Center Networks
Conference paper
Resilient Datacenter Load Balancing in the Wild
Conference paper
Tagger: Practical PFC Deadlock Prevention in Data Center Networks
Conference paper
Towards Zero Copy Dataflows Using RDMA
Conference paper
Explicit Path Control in Commodity Data Centers: Design and Applications
Article
Towards Comprehensive Traffic Forecasting in Cloud Computing: Design and Application
Article
CODA: Toward Automatically Identifying and Scheduling Coflows in the Dark
Conference paper
Deadlocks in Datacenter Networks: Why Do They Form, and How to Avoid Them
Conference paper
Enabling ECN in Multi-Service Multi-Queue Data Centers
Conference paper
Enabling ECN Over Generic Packet Scheduling
Conference paper
Online Flow Size Prediction for Improved Network Routing
Conference paper
OPTAS: Decentralized Flow Monitoring and Scheduling for Tiny Tasks
Conference paper
Providing Bandwidth Guarantees, Work Conservation and Low Latency Simultaneously in the Cloud
Conference paper
Scheduling Mix-Flows in Commodity Datacenters with Karuna
Conference paper
Stream: Decentralized Opportunistic Inter-Coflow Scheduling for Datacenter Networks
Conference paper
Fully programmable and scalable optical switching fabric for petabyte data center
Article
Joint VM Placement and Topology Optimization for Traffic Scalability in Dynamic Datacenter Networks
Article
Article
Explicit Path Control in Commodity Data Centers: Design and Applications
Conference paper
FLOWPROPHET: Generic and Accurate Traffic Prediction for Data-Parallel Cluster Computing
Conference paper
Guaranteeing Deadlines for Inter-Datacenter Transfers
Conference paper
Information-Agnostic Flow Scheduling for Commodity Data Centers
Conference paper
RAPIER: Integrating Routing and Scheduling for Coflow-aware Data Center Networks
Conference paper
WaveCube: A Scalable, Fault-tolerant, High-performance Optical Data Center Architecture
Conference paper
Discount Counting for Fast Flow Statistics on Flow Size and Flow Volume
Article
OSA: An optical switching architecture for data center networks with unprecedented flexibility
Article
VirtualKnotter: Online virtual machine shuffling for congestion resolving in virtualized datacenter
Article
Where the sidewalk ends: Extending the internet as graph using traceroutes from P2P users
Article
BitBill: Scalable, robust, verifiable peer-to-peer billing for cloud computing
Conference paper
CoSwitch: A Cooperative Switching Design for Software Defined Data Center Networking
Conference paper
HadoopWatch: A First Step Towards Comprehensive Traffic Forecasting in Cloud Computing
Conference paper
PIAS: Practical information-agnostic flow scheduling for data center networks
Conference paper
Towards Minimal-delay Deadline-driven Data Center TCP
Conference paper
A measurement study on potential inter-domain routing diversity
Article
DAC: Generic and Automatic Address Configuration for Data Center Networks
Article
Error Tolerant Address Configuration for Data Center Networks with Malfunctioning Devices
Conference paper
GARDEN: Generic addressing and routing for data center networks
Conference paper
OSA: An Optical Switching Architecture for Data Center Networks with Unprecedented Flexibility
Conference paper
VirtualKnotter: Online Virtual Machine Shuffling for Congestion Resolving in Virtualized Datacenter
Conference paper
Border gateway protocol monitoring system can be cost effective
Article
Survey on routing in data centers: Insights and future directions
Article
Conference paper
Dynamic queuing sharing mechanism for per-flow quality of service control
Article
DISCO: Memory Efficient and Accurate Flow Statistics for Network Measurement
Conference paper
Evaluating Potential Routing Diversity for Internet Failure Recovery
Conference paper
Generic and Automatic Address Configuration for Data Center Networks
Conference paper
Compressing the Flow Statistics Counters
Conference paper
On the Eyeshots of BGP Vantage Points
Conference paper
Where the Sidewalk Ends:Extending the Internet AS Graph Using Traceroutes From P2P Users
Conference paper
A Range-adaptive Directional MAC Protocol for Wireless Ad Hoc Networks with Smart Antennas
Article
Addressing Deafness Problems in Wireless Ad-hoc Networks with Directional Antennas
Conference paper
On the Analysis of Efficient Hybrid MAC Protocol for Wireless Sensor Networks
Conference paper
A New Media Access Control Protocol for Wireless Sensor Networks
Article
A New Media Access Control Protocol for Ad-hoc Wireless Sensor Networks
Conference paper
Conference paper
A Probabilistic Energy-Efficient Routing (PEER) Scheme for Ad-hoc Sensor Networks
Conference paper
COMP3511 | Operating Systems |
COMP4981 | Final Year Project |
COMP4981 | Final Year Project |
COMP3511 | Operating Systems |
COMP4981 | Final Year Project |
MSBD5001 | Foundations of Data Analytics |
No Teaching Assignments |
No Teaching Assignments |
No Teaching Assignments |
FAN, Zhaoxin
Computer Science and Engineering
FAN, Tao
(co-supervision)
Computer Science and Engineering
HOU, Sizai
(co-supervision)
Individualized Interdisciplinary Program (Internet of Things)
LIU, Shuoling
(co-supervision)
Computer Science and Engineering
ZHANG, Liming
Computer Science and Engineering
LI, Wenxue
Computer Science and Engineering
LIAO, Xudong
Computer Science and Engineering
REN, Zhenghang
Computer Science and Engineering
XU, Kaiqiang
Computer Science and Engineering
CHAI, Di
Computer Science and Engineering
JIN, Yilun
Computer Science and Engineering
WANG, Hao
Computer Science and Engineering
WANG, Zilong
Computer Science and Engineering
XU, Hao
Computer Science and Engineering
WAN, Xinchen
Computer Science and Engineering
YANG, Liu
Computer Science and Engineering
ZENG, Chaoliang
Computer Science and Engineering
TIAN, Han
Computer Science and Engineering
WANG, Yiding
Computer Science and Engineering
WANG, Weiyan
Computer Science and Engineering
ZHANG, Feiyuan
Computer Science and Engineering
FAN, Mingxuan
Computer Science and Engineering
CAI, Shuowei
Computer Science and Engineering
CHENG, Xiaodian
Computer Science and Engineering
HUANG, Xinyang
Computer Science and Engineering
ZENG, Gaoxiong
Computer Science and Engineering( Completed in 2022 )
ZHANG, Junxue
Computer Science and Engineering( Completed in 2022 )
TANG, Ding
Computer Science and Engineering( Completed in 2022 )
LIU, Duowen
Computer Science and Engineering( Completed in 2021 )
LIU, Zhaorong
Computer Science and Engineering( Completed in 2021 )
MA, Yiqing
Computer Science and Engineering( Completed in 2021 )
PENG, Zhuoyi
Computer Science and Engineering( Completed in 2021 )
ZHANG, Cengguang
Computer Science and Engineering( Completed in 2021 )
CHEN, Ge
Computer Science and Engineering( Completed in 2020 )
CHEN, Jingrong
Computer Science and Engineering( Completed in 2020 )
YANG, Zhaoxiong
Computer Science and Engineering( Completed in 2020 )
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