Li Chen

Yuanzhong Fu

Proceedings of the IEEE INFOCOM 2024, 2024

FedClust: Tackling Data Heterogeneity in Federated Learning through Weight-Driven Client Clustering.

[BibT_eX]

[DOI]

Proceedings of the 53rd International Conference on Parallel Processing, 2024

FedFair<sup>3</sup>: Unlocking Threefold Fairness in Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2024

2023

iGniter: Interference-Aware GPU Resource Provisioning for Predictable DNN Inference in the Cloud.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., March, 2023

Comprehensive Transformer-Based Model Architecture for Real-World Storm Prediction.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track, 2023

spotDNN: Provisioning Spot Instances for Predictable Distributed DNN Training in the Cloud.

[BibT_eX]

[DOI]

Proceedings of the 31st IEEE/ACM International Symposium on Quality of Service, 2023

ACTS: Autonomous Cost-Efficient Task Orchestration for Serverless Analytics.

[BibT_eX]

[DOI]

Jananie Jarachanthan

Fei Xu

Proceedings of the 31st IEEE/ACM International Symposium on Quality of Service, 2023

MMST-ViT: Climate Change-aware Crop Yield Prediction via Multi-Modal Spatial-Temporal Vision Transformer.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

2022

Eiffel: Efficient and Fair Scheduling in Adaptive Federated Learning.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2022

Astrea: Auto-Serverless Analytics Towards Cost-Efficiency and QoS-Awareness.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2022

Optimizing Network Transfers for Data Analytic Jobs Across Geo-Distributed Datacenters.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2022

λDNN: Achieving Predictable Distributed DNN Training With Serverless Architectures.

[BibT_eX]

[DOI]

IEEE Trans. Computers, 2022

An Interactive Visualization System for Streaming Data Online Exploration.

[BibT_eX]

[DOI]

Proceedings of the Mobile and Ubiquitous Systems: Computing, Networking and Services, 2022

2021

A Case for Pricing Bandwidth: Sharing Datacenter Networks With Cost Dominant Fairness.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2021

EchoSpot: Spotting Your Locations via Acoustic Sensing.

[BibT_eX]

[DOI]

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2021

PREFER: Point-of-interest REcommendation with efficiency and privacy-preservation via Federated Edge leaRning.

[BibT_eX]

[DOI]

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2021

Rationing bandwidth resources for mitigating network resource contention in distributed DNN training clusters.

[BibT_eX]

[DOI]

CCF Trans. High Perform. Comput., 2021

Precise Weather Parameter Predictions for Target Regions via Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track, 2021

EAGLE: Expedited Device Placement with Automatic Grouping for Large Models.

[BibT_eX]

[DOI]

Hao Lan

Proceedings of the 35th IEEE International Parallel and Distributed Processing Symposium, 2021

Astra: Autonomous Serverless Analytics with Cost-Efficiency and QoS-Awareness.

[BibT_eX]

[DOI]

Proceedings of the 35th IEEE International Parallel and Distributed Processing Symposium, 2021

Prophet: Speeding up Distributed DNN Training with Predictable Communication Scheduling.

[BibT_eX]

[DOI]

Proceedings of the ICPP 2021: 50th International Conference on Parallel Processing, Lemont, IL, USA, August 9, 2021

Accelerated Device Placement Optimization with Contrastive Learning.

[BibT_eX]

[DOI]

Hao Lan

Proceedings of the ICPP 2021: 50th International Conference on Parallel Processing, Lemont, IL, USA, August 9, 2021

AMPS-Inf: Automatic Model Partitioning for Serverless Inference with Cost Efficiency.

[BibT_eX]

[DOI]

Proceedings of the ICPP 2021: 50th International Conference on Parallel Processing, Lemont, IL, USA, August 9, 2021

Reverse Attack: Black-box Attacks on Collaborative Recommendation.

[BibT_eX]

[DOI]

Proceedings of the CCS '21: 2021 ACM SIGSAC Conference on Computer and Communications Security, Virtual Event, Republic of Korea, November 15, 2021

2020

A Concurrent Weighted Communication Scheme for Blockchain Transaction.

[BibT_eX]

[DOI]

Jiao Li

Proceedings of the 39th IEEE Conference on Computer Communications, 2020

E-LAS: Design and Analysis of Completion-Time Agnostic Scheduling for Distributed Deep Learning Cluster.

[BibT_eX]

[DOI]

Proceedings of the ICPP 2020: 49th International Conference on Parallel Processing, 2020

FEEL: A Federated Edge Learning System for Efficient and Privacy-Preserving Mobile Healthcare.

[BibT_eX]

[DOI]

Proceedings of the ICPP 2020: 49th International Conference on Parallel Processing, 2020

Towards Poisoning the Neural Collaborative Filtering-Based Recommender Systems.

[BibT_eX]

[DOI]

Proceedings of the Computer Security - ESORICS 2020, 2020

2019

Promenade: Proportionally Fair Multipath Rate Control in Datacenter Networks with Random Network Coding.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2019

Scheduling Jobs across Geo-Distributed Datacenters with Max-Min Fairness.

[BibT_eX]

[DOI]

IEEE Trans. Netw. Sci. Eng., 2019

Cynthia: Cost-Efficient Cloud Resource Provisioning for Predictable Distributed Deep Neural Network Training.

[BibT_eX]

[DOI]

Proceedings of the 48th International Conference on Parallel Processing, 2019

Stage Delay Scheduling: Speeding up DAG-style Data Analytics Jobs with Resource Interleaving.

[BibT_eX]

[DOI]

Proceedings of the 48th International Conference on Parallel Processing, 2019

2018

Efficient Performance-Centric Bandwidth Allocation with Fairness Tradeoff.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2018

Siphon: Expediting Inter-Datacenter Coflows in Wide-Area Data Analytics.

[BibT_eX]

[DOI]

Proceedings of the 2018 USENIX Annual Technical Conference, 2018

Post: Device Placement with Cross-Entropy Minimization and Proximal Policy Optimization.

[BibT_eX]

[DOI]

Yuanxiang Gao

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

A Hierarchical Synchronous Parallel Model for Wide-Area Graph Analytics.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Conference on Computer Communications, 2018

Spotlight: Optimizing Device Placement for Training Deep Neural Networks.

[BibT_eX]

[DOI]

Yuanxiang Gao

Proceedings of the 35th International Conference on Machine Learning, 2018

2017

Siphon: a high-performance substrate for inter-datacenter transfers in wide-area data analytics.

[BibT_eX]

[DOI]

Proceedings of the 2017 Symposium on Cloud Computing, SoCC 2017, Santa Clara, CA, USA, 2017

2016

Optimizing coflow completion times with utility max-min fairness.

[BibT_eX]

[DOI]

Proceedings of the 35th Annual IEEE International Conference on Computer Communications, 2016

Barrier-Aware Max-Min Fair Bandwidth Sharing and Path Selection in Datacenter Networks.

[BibT_eX]

[DOI]

Bo Li

Proceedings of the 2016 IEEE International Conference on Cloud Engineering, 2016

Surviving Failures with Performance-Centric Bandwidth Allocation in Private Datacenters.

[BibT_eX]

[DOI]

Bo Li

Proceedings of the 2016 IEEE International Conference on Cloud Engineering, 2016

2014

Allocating Bandwidth in Datacenter Networks: A Survey.

[BibT_eX]

[DOI]