HACCS: Heterogeneity-Aware Clustered Client Selection for Accelerated Federated Learning

Joel Wolfrath, Nikhil Sreekumar, Dhruv Kumar, +2

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Cluster ComputingEngineeringMachine LearningFederated StructureMachine Learning Paradigm +16

DistrEdge: Speeding up Convolutional Neural Network Inference on Distributed Edge Devices

Xueyu Hou, Yongjie Guan, Tao Han, +1

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Artificial IntelligenceConvolutional Neural NetworkEngineeringMachine LearningEdge Device +15

Adaptive Verifiable Coded Computing: Towards Fast, Secure and Private Distributed Machine Learning

Tingting Tang, Ramy E. Ali, Hanieh Hashemi, +3

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Cluster ComputingEngineeringInformation SecurityVerificationDistributed Cloud Computing +23

Accelerating Encrypted Computing on Intel GPUs

Yujia Zhai, Mohannad Ibrahim, Yiqin Qiu, +4

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Hardware SecurityGpu ArchitectureData SecurityEngineeringHardware Acceleration +12

Why Globally Re-shuffle? Revisiting Data Shuffling in Large Scale Deep Learning

Truong Thao Nguyen, François Trahay, Jens Domke, +5

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Artificial IntelligenceCluster ComputingConvolutional Neural NetworkEngineeringMachine Learning +18

DGSF: Disaggregated GPUs for Serverless Functions

Henrique Fingler, Zhiting Zhu, Esther Yoon, +3

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Cluster ComputingGpu ArchitectureServerless ArchitectureEngineeringEdge Computing +13

Hybrid Workload Scheduling on HPC Systems

Yuping Fan, Zhiling Lan, Paul M. Rich, +2

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Job SchedulerCluster ComputingHybrid Hpc WorkloadEngineeringDynamic Resource Allocation +13

Coupling streaming AI and HPC ensembles to achieve 100–1000× faster biomolecular simulations

Alexander Brace, Igor Yakushin, Heng Ma, +7

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Biophysical ModelingEngineeringMachine LearningMeaningful ComputationsBiological Computing +22

Model-Architecture Co-Design for High Performance Temporal GNN Inference on FPGA

Hongkuan Zhou, Bingyi Zhang, Rajgopal Kannan, +2

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Model-architecture Co-designGraph Neural NetworkEngineeringMachine LearningData Science +13

A General Offloading Approach for Near-DRAM Processing-In-Memory Architectures

Dan Chen, Hai Jin, Long Zheng, +8

2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)