Fangming Liu

Orcid: 0000-0002-8570-1345

According to our database1, Fangming Liu authored at least 137 papers between 2007 and 2024.

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Bibliography

2024
Joint Optimization of Parallelism and Resource Configuration for Serverless Function Steps.
IEEE Trans. Parallel Distributed Syst., April, 2024

Graft: Efficient Inference Serving for Hybrid Deep Learning With SLO Guarantees via DNN Re-Alignment.
IEEE Trans. Parallel Distributed Syst., February, 2024

Demystifying the Cost of Serverless Computing: Towards a Win-Win Deal.
IEEE Trans. Parallel Distributed Syst., January, 2024

2023
Integrated Communication and Computing Maritime Networks Design for Green Metaverse.
IEEE Wirel. Commun., October, 2023

Online MEC Offloading for V2V Networks.
IEEE Trans. Mob. Comput., October, 2023

iGniter: Interference-Aware GPU Resource Provisioning for Predictable DNN Inference in the Cloud.
IEEE Trans. Parallel Distributed Syst., March, 2023

Graft: Efficient Inference Serving for Hybrid Deep Learning with SLO Guarantees via DNN Re-alignment.
CoRR, 2023

Opara: Exploiting Operator Parallelism for Expediting DNN Inference on GPUs.
CoRR, 2023

When the Metaverse Meets Carbon Neutrality: Ongoing Efforts and Directions.
CoRR, 2023

spotDNN: Provisioning Spot Instances for Predictable Distributed DNN Training in the Cloud.
Proceedings of the 31st IEEE/ACM International Symposium on Quality of Service, 2023

Two-Stage Coded Distributed Learning: A Dynamic Partial Gradient Coding Perspective.
Proceedings of the 43rd IEEE International Conference on Distributed Computing Systems, 2023

Fast and Scalable Gate-Level Simulation in Massively Parallel Systems.
Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

New Problems in Active Sampling for Mobile Robotic Online Learning.
Proceedings of the 47th IEEE Annual Computers, Software, and Applications Conference, 2023

AsyFunc: A High-Performance and Resource-Efficient Serverless Inference System via Asymmetric Functions.
Proceedings of the 2023 ACM Symposium on Cloud Computing, SoCC 2023, 2023

2022
An Edge Based Data-Driven Chiller Sequencing Framework for HVAC Electricity Consumption Reduction in Commercial Buildings.
IEEE Trans. Sustain. Comput., 2022

HiTDL: High-Throughput Deep Learning Inference at the Hybrid Mobile Edge.
IEEE Trans. Parallel Distributed Syst., 2022

PostMan: Rapidly Mitigating Bursty Traffic via On-Demand Offloading of Packet Processing.
IEEE Trans. Parallel Distributed Syst., 2022

EdgeDR: An Online Mechanism Design for Demand Response in Edge Clouds.
IEEE Trans. Parallel Distributed Syst., 2022

An Online Framework for Joint Network Selection and Service Placement in Mobile Edge Computing.
IEEE Trans. Mob. Comput., 2022

When FPGA Meets Cloud: A First Look at Performance.
IEEE Trans. Cloud Comput., 2022

MarVeLScaler: A Multi-View Learning-Based Auto-Scaling System for MapReduce.
IEEE Trans. Cloud Comput., 2022

λDNN: Achieving Predictable Distributed DNN Training With Serverless Architectures.
IEEE Trans. Computers, 2022

A Multi-Sensory Guidance System for the Visually Impaired Using YOLO and ORB-SLAM.
Inf., 2022

StepConf: SLO-Aware Dynamic Resource Configuration for Serverless Function Workflows.
Proceedings of the IEEE INFOCOM 2022, 2022

Retention-Aware Container Caching for Serverless Edge Computing.
Proceedings of the IEEE INFOCOM 2022, 2022

Optimal Admission Control Mechanism Design for Time-Sensitive Services in Edge Computing.
Proceedings of the IEEE INFOCOM 2022, 2022

Anomaly Detection of E-commerce Econnoisseur Based on User Behavior.
Proceedings of the Cyber Security - 19th China Annual Conference, 2022

Webpage Tampering Detection Method Based on BiGRU-CRF-RCNN.
Proceedings of the Cyber Security - 19th China Annual Conference, 2022

CoolEdge: hotspot-relievable warm water cooling for energy-efficient edge datacenters.
Proceedings of the ASPLOS '22: 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Lausanne, Switzerland, 28 February 2022, 2022

2021
Precise Power Capping for Latency-Sensitive Applications in Datacenter.
IEEE Trans. Sustain. Comput., 2021

Online Adaptive Interference-Aware VNF Deployment and Migration for 5G Network Slice.
IEEE/ACM Trans. Netw., 2021

Deep discriminative image feature learning for cross-modal semantics understanding.
Knowl. Based Syst., 2021

Paving the Way for NFV Acceleration: A Taxonomy, Survey and Future Directions.
ACM Comput. Surv., 2021

2020
A Truthful and Efficient Incentive Mechanism for Demand Response in Green Datacenters.
IEEE Trans. Parallel Distributed Syst., 2020

Errata to "On-Edge Multi-Task Transfer Learning: Model and Practice With Data-Driven Task Allocation".
IEEE Trans. Parallel Distributed Syst., 2020

On-Edge Multi-Task Transfer Learning: Model and Practice With Data-Driven Task Allocation.
IEEE Trans. Parallel Distributed Syst., 2020

eDirect: Energy-Efficient D2D-Assisted Relaying Framework for Cellular Signaling Reduction.
IEEE/ACM Trans. Netw., 2020

FlexNFV: Flexible Network Service Chaining with Dynamic Scaling.
IEEE Netw., 2020

Finedge: A Dynamic Cost-Efficient Edge Resource Management Platform for NFV Network.
Proceedings of the 28th IEEE/ACM International Symposium on Quality of Service, 2020

Heat to Power: Thermal Energy Harvesting and Recycling for Warm Water-Cooled Datacenters.
Proceedings of the 47th ACM/IEEE Annual International Symposium on Computer Architecture, 2020

Latency-aware VNF Chain Deployment with Efficient Resource Reuse at Network Edge.
Proceedings of the 39th IEEE Conference on Computer Communications, 2020

2019
A market-oriented incentive mechanism for emergency demand response in colocation data centers.
Sustain. Comput. Informatics Syst., 2019

Editorial of CCF transactions on networking: special issue on edge computing and networking.
CCF Trans. Netw., 2019

PostMan: Rapidly Mitigating Bursty Traffic by Offloading Packet Processing.
Proceedings of the 2019 USENIX Annual Technical Conference, 2019

NFVdeep: adaptive online service function chain deployment with deep reinforcement learning.
Proceedings of the International Symposium on Quality of Service, 2019

Fine-grained warm water cooling for improving datacenter economy.
Proceedings of the 46th International Symposium on Computer Architecture, 2019

Adaptive Interference-Aware VNF Placement for Service-Customized 5G Network Slices.
Proceedings of the 2019 IEEE Conference on Computer Communications, 2019

Winning at the Starting Line: Joint Network Selection and Service Placement for Mobile Edge Computing.
Proceedings of the 2019 IEEE Conference on Computer Communications, 2019

An Online Market Mechanism for Edge Emergency Demand Response via Cloudlet Control.
Proceedings of the 2019 IEEE Conference on Computer Communications, 2019

Cynthia: Cost-Efficient Cloud Resource Provisioning for Predictable Distributed Deep Neural Network Training.
Proceedings of the 48th International Conference on Parallel Processing, 2019

Stage Delay Scheduling: Speeding up DAG-style Data Analytics Jobs with Resource Interleaving.
Proceedings of the 48th International Conference on Parallel Processing, 2019

Data-driven Task Allocation for Multi-task Transfer Learning on the Edge.
Proceedings of the 39th IEEE International Conference on Distributed Computing Systems, 2019

2018
CloudHeat: An Efficient Online Market Mechanism for Datacenter Heat Harvesting.
ACM Trans. Model. Perform. Evaluation Comput. Syst., 2018

JouleMR: Towards Cost-Effective and Green-Aware Data Processing Frameworks.
IEEE Trans. Big Data, 2018

Demystifying the Performance Interference of Co-Located Virtual Network Functions.
Proceedings of the 2018 IEEE Conference on Computer Communications, 2018

Load Balancing Across Microservices.
Proceedings of the 2018 IEEE Conference on Computer Communications, 2018

Adaptive VNF Scaling and Flow Routing with Proactive Demand Prediction.
Proceedings of the 2018 IEEE Conference on Computer Communications, 2018

DHL: Enabling Flexible Software Network Functions with FPGA Acceleration.
Proceedings of the 38th IEEE International Conference on Distributed Computing Systems, 2018

Non-IT Energy Accounting in Virtualized Datacenter.
Proceedings of the 38th IEEE International Conference on Distributed Computing Systems, 2018

Data Driven Chiller Sequencing for Reducing HVAC Electricity Consumption in Commercial Buildings.
Proceedings of the Ninth International Conference on Future Energy Systems, 2018

2017
An Efficient Online Algorithm for Dynamic SDN Controller Assignment in Data Center Networks.
IEEE/ACM Trans. Netw., 2017

eBA: Efficient Bandwidth Guarantee Under Traffic Variability in Datacenters.
IEEE/ACM Trans. Netw., 2017

Cocoa: Dynamic Container-Based Group Buying Strategies for Cloud Computing.
ACM Trans. Model. Perform. Evaluation Comput. Syst., 2017

NIPD: Non-Intrusive Power Disaggregation in Legacy Datacenters.
IEEE Trans. Computers, 2017

Cost-Effective Service Provisioning for Hybrid Cloud Applications.
Mob. Networks Appl., 2017

Computation of K-Core Decomposition on Giraph.
CoRR, 2017

Pricing Intra-Datacenter Networks with Over-Committed Bandwidth Guarantee.
Proceedings of the 2017 USENIX Annual Technical Conference, 2017

Towards load-balanced VNF assignment in geo-distributed NFV Infrastructure.
Proceedings of the 25th IEEE/ACM International Symposium on Quality of Service, 2017

Handling flash deals with soft guarantee in hybrid cloud.
Proceedings of the 2017 IEEE Conference on Computer Communications, 2017

<i>k</i>-core Decomposition on Giraph and GraphChi.
Proceedings of the Advances in Intelligent Networking and Collaborative Systems, 2017

Joint Optimization of Chain Placement and Request Scheduling for Network Function Virtualization.
Proceedings of the 37th IEEE International Conference on Distributed Computing Systems, 2017

Multi-resource Load Balancing for Virtual Network Functions.
Proceedings of the 37th IEEE International Conference on Distributed Computing Systems, 2017

Reducing Cellular Signaling Traffic for Heartbeat Messages via Energy-Efficient D2D Forwarding.
Proceedings of the 37th IEEE International Conference on Distributed Computing Systems, 2017

Virtual Machine Power Accounting with Shapley Value.
Proceedings of the 37th IEEE International Conference on Distributed Computing Systems, 2017

Energy efficiency in colocation data centers: A joint incentive mechanism approach.
Proceedings of the Eighth International Green and Sustainable Computing Conference, 2017

Aemon: Information-agnostic Mix-flow Scheduling in Data Center Networks.
Proceedings of the First Asia-Pacific Workshop on Networking, 2017

2016
Carbon-Aware Online Control of Geo-Distributed Cloud Services.
IEEE Trans. Parallel Distributed Syst., 2016

Fair Network Bandwidth Allocation in IaaS Datacenters via a Cooperative Game Approach.
IEEE/ACM Trans. Netw., 2016

A Framework for Truthful Online Auctions in Cloud Computing with Heterogeneous User Demands.
IEEE Trans. Computers, 2016

Heterogeneity and Interference-Aware Virtual Machine Provisioning for Predictable Performance in the Cloud.
IEEE Trans. Computers, 2016

Bilateral Electricity Trade Between Smart Grids and Green Datacenters: Pricing Models and Performance Evaluation.
IEEE J. Sel. Areas Commun., 2016

Demystifying the energy efficiency of Network Function Virtualization.
Proceedings of the 24th IEEE/ACM International Symposium on Quality of Service, 2016

On the performance of cloud storage applications with global measurement.
Proceedings of the 24th IEEE/ACM International Symposium on Quality of Service, 2016

Dynamic SDN controller assignment in data center networks: Stable matching with transfers.
Proceedings of the 35th Annual IEEE International Conference on Computer Communications, 2016

Flexible Instance: Meeting Deadlines of Delay Tolerant Jobs in the Cloud with Dynamic Pricing.
Proceedings of the 36th IEEE International Conference on Distributed Computing Systems, 2016

Not All Joules are Equal: Towards Energy-Efficient and Green-Aware Data Processing Frameworks.
Proceedings of the 2016 IEEE International Conference on Cloud Engineering, 2016

2015
AppATP: An Energy Conserving Adaptive Mobile-Cloud Transmission Protocol.
IEEE Trans. Computers, 2015

Smart Sensing and Mobile Computing.
Int. J. Distributed Sens. Networks, 2015

Welcome Message from the Editor-in-Chief.
EAI Endorsed Trans. Collab. Comput., 2015

Pricing Bilateral Electricity Trade between Smart Grids and Hybrid Green Datacenters.
Proceedings of the 2015 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, 2015

UniDrive: Synergize Multiple Consumer Cloud Storage Services.
Proceedings of the 16th Annual Middleware Conference, Vancouver, BC, Canada, December 07, 2015

Zero-Cost, Fine-Grained Power Monitoring of Datacenters Using Non-Intrusive Power Disaggregation.
Proceedings of the 16th Annual Middleware Conference, Vancouver, BC, Canada, December 07, 2015

When smart grid meets geo-distributed cloud: An auction approach to datacenter demand response.
Proceedings of the 2015 IEEE Conference on Computer Communications, 2015

When hybrid cloud meets flash crowd: Towards cost-effective service provisioning.
Proceedings of the 2015 IEEE Conference on Computer Communications, 2015

eTrain: Making Wasted Energy Useful by Utilizing Heartbeats for Mobile Data Transmissions.
Proceedings of the 35th IEEE International Conference on Distributed Computing Systems, 2015

Harnessing Dynamic Interests of Crowd in Chinese Online Shopping Festivals.
Proceedings of the 39th IEEE Annual Computer Software and Applications Conference, 2015

2014
On Arbitrating the Power-Performance Tradeoff in SaaS Clouds.
IEEE Trans. Parallel Distributed Syst., 2014

iAware: Making Live Migration of Virtual Machines Interference-Aware in the Cloud.
IEEE Trans. Computers, 2014

Managing Performance Overhead of Virtual Machines in Cloud Computing: A Survey, State of the Art, and Future Directions.
Proc. IEEE, 2014

Building a network highway for big data: architecture and challenges.
IEEE Netw., 2014

Harnessing renewable energy in cloud datacenters: opportunities and challenges.
IEEE Netw., 2014

Reliability-aware server consolidation for balancing energy-lifetime tradeoff in virtualized cloud datacenters.
Int. J. Commun. Syst., 2014

Multi-player gaming in public transport crowd: Opportunities and challenges.
Proceedings of the IEEE World Forum on Internet of Things, 2014

Server Selection and Topology Control for Multi-Party Video Conferences.
Proceedings of the 24th ACM Workshop on Network and Operating Systems Support for Digital Audio and Video, 2014

On efficient bandwidth allocation for traffic variability in datacenters.
Proceedings of the 2014 IEEE Conference on Computer Communications, 2014

Fuel Cell Generation in Geo-Distributed Cloud Services: A Quantitative Study.
Proceedings of the IEEE 34th International Conference on Distributed Computing Systems, 2014

2013
Gearing resource-poor mobile devices with powerful clouds: architectures, challenges, and applications.
IEEE Wirel. Commun., 2013

Peer-Assisted On-Demand Streaming: Characterizing Demands and Optimizing Supplies.
IEEE Trans. Computers, 2013

Cloud and data center performance [Guest Editorial].
IEEE Netw., 2013

Cinematic-Quality VoD in a P2P Storage Cloud: Design, Implementation and Measurements.
IEEE J. Sel. Areas Commun., 2013

Carbon-Aware Load Balancing for Geo-distributed Cloud Services.
Proceedings of the 2013 IEEE 21st International Symposium on Modelling, 2013

eTime: Energy-efficient transmission between cloud and mobile devices.
Proceedings of the IEEE INFOCOM 2013, Turin, Italy, April 14-19, 2013, 2013

A cooperative game based allocation for sharing data center networks.
Proceedings of the IEEE INFOCOM 2013, Turin, Italy, April 14-19, 2013, 2013

Falloc: Fair network bandwidth allocation in IaaS datacenters via a bargaining game approach.
Proceedings of the 2013 21st IEEE International Conference on Network Protocols, 2013

SmartDPSS: Cost-Minimizing Multi-source Power Supply for Datacenters with Arbitrary Demand.
Proceedings of the IEEE 33rd International Conference on Distributed Computing Systems, 2013

Online control of datacenter power supply under uncertain demand and renewable energy.
Proceedings of IEEE International Conference on Communications, 2013

MultiGreen: cost-minimizing multi-source datacenter power supply with online control.
Proceedings of the Fourth International Conference on Future Energy Systems, 2013

Boosting MapReduce with Network-Aware Task Assignment.
Proceedings of the Cloud Computing - 4th International Conference, CloudComp 2013, Wuhan, 2013

2012
Flash Crowd in P2P Live Streaming Systems: Fundamental Characteristics and Design Implications.
IEEE Trans. Parallel Distributed Syst., 2012

Collaborative Caching in Wireless Video Streaming Through Resource Auctions.
IEEE J. Sel. Areas Commun., 2012

Discovering a Large Scale Internet Topology: Complementary and Contrast View.
Proceedings of the 11th IEEE International Conference on Trust, 2012

Lifetime or energy: Consolidating servers with reliability control in virtualized cloud datacenters.
Proceedings of the 4th IEEE International Conference on Cloud Computing Technology and Science Proceedings, 2012

2011
Novasky: Cinematic-quality VoD in a P2P storage cloud.
Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011

On the efficiency of collaborative caching in ISP-aware P2P networks.
Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011

Collaborative Caching for Video Streaming among Selfish Wireless Service Providers.
Proceedings of the Global Communications Conference, 2011

2010
FS2You: Peer-Assisted Semipersistent Online Hosting at a Large Scale.
IEEE Trans. Parallel Distributed Syst., 2010

Volumetric-based detection scheme for multi-antenna FH/MFSK systems in the presence of multi-follower jamming.
Signal Process., 2010

The disparity between P2P overlays and ISP underlays: issues, existing solutions, and challenges.
IEEE Netw., 2010

2009
The Sink Node Placement and Performance Implication in Mobile Sensor Networks.
Mob. Networks Appl., 2009

Peer-assisted online storage and distribution: modeling and server strategies.
Proceedings of the Network and Operating System Support for Digital Audio and Video, 2009

How P2P streaming systems scale over time under a flash crowd?
Proceedings of the 8th international conference on Peer-to-peer systems, 2009

FS2You: Peer-Assisted Semi-Persistent Online Storage at a Large Scale.
Proceedings of the INFOCOM 2009. 28th IEEE International Conference on Computer Communications, 2009

Quota: Rationing Server Resources in Peer-Assisted Online Hosting Systems.
Proceedings of the 17th annual IEEE International Conference on Network Protocols, 2009

Understanding the Roles of Servers in Large-Scale Peer-Assisted Online Storage Systems.
Proceedings of IEEE International Conference on Communications, 2009

2008
A preliminary study of information collection in a mobile sensor network.
Proceedings of the 5th International ICST Conference on Heterogeneous Networking for Quality, 2008

An Empirical Study of Flash Crowd Dynamics in a P2P-Based Live Video Streaming System.
Proceedings of the Global Communications Conference, 2008. GLOBECOM 2008, New Orleans, LA, USA, 30 November, 2008

2007
ML-based beamforming for follower jamming rejection in slow FH/MFSK systems.
Proceedings of the Signal and Image Processing (SIP 2007), 2007


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