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Showing 1 to 6 of 6 for “"Specialized Accelerators"”.
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Heterogeneous CPU-FPGA system framework and scheduler
… of general-purpose units such as CPUs, and specialized accelerators, such as FPGAs, to boost computational efficiency and throughput. Our research centers on exploiting the multithreading of CPUs and the pipelined architecture of FPGAs. We specifically focus on the distribution of image …
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Intelligent scheduling for simultaneous CPU-GPU applications
… multicore central processing units (CPU) and specialized accelerators has emerged recently. Graphics processing unit (GPU) is the most widely used accelerator. To fully utilize such a heterogeneous system’s full computing power, coordination between the two distinct devices, CPU and GPU, is …
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Design and FPGA Implementation of Optimized and Digital Multiplexing Spiking Encoders for Neuromorphic Computing
… temporal processing capabilities of LSMs, specialized accelerators and pro cessors achieve faster, more energy-efficient, and more accurate spectrum classification than conventional sensing methods. Furthermore, the design of training algorithms and optimized learning algorithms within LSM …
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Optimizing Neural Networks for Embedded Edge-Processing Platforms.
… are highly heterogeneous and often endowed with specialized accelerators, therefore the prediction of the hardware performance of the candidate design points requires a certain degree of platform awareness. Finally, the recent advancements in the neural network domain have uncovered emerging …
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Towards efficient and reliable infrastructure for machine learning
… these models requires tens of thousands of specialized accelerators that consume megawatts of power and costs hundreds of millions of dollars. The efficiency of the underlying compute infrastructure is, therefore, critical for making machine learning more accessible and sustainable. This …
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Accelerating deep learning in the post-Moore’s era of computing
Submission original under an indefinite embargo labeled 'Open Access'. The submission was exported from vireo on 2023-09-01 without embargo terms