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07/18/2023
Federated Learning for Computationally-Constrained Heterogeneous Devices: A Survey
With an increasing number of smart devices like internet of things (IoT)...
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02/02/2023
Speed-Oblivious Online Scheduling: Knowing (Precise) Speeds is not Necessary
We consider online scheduling on unrelated (heterogeneous) machines in a...
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06/11/2022
NPU-Accelerated Imitation Learning for Thermal Optimization of QoS-Constrained Heterogeneous Multi-Cores
Application migration and dynamic voltage and frequency scaling (DVFS) a...
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03/10/2022
CoCo-FL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization
Devices participating in federated learning (FL) typically have heteroge...
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12/16/2021
DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems
We study the problem of distributed training of neural networks (NNs) on...
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09/25/2021
CoMeT: An Integrated Interval Thermal Simulation Toolchain for 2D, 2.5D, and 3D Processor-Memory Systems
Processing cores and the accompanying main memory working in tandem enab...
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06/09/2020