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  1. Proceedings of International Workshop on Manycore Embedded Systems (MES '14)
  2. Exploring Spiking Neural Network on Coarse-Grain Reconfigurable Architectures
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Adaptive Cache Bypass and Insertion for Many-core Accelerators
On the Relevance of Architectural Awareness for Efficient Fork/Join Support on Cluster-Based Manycores
A Low-resource and Scalable Strategy for Segment Partitioning of Many-core Nano Networks
A Stream Buffer Mechanism for Pervasive Splitting Transformations on Polyhedral Process Networks
A Virtualization Framework for IOMMU-less Many-Core Accelerators
Acceleration of Software Transactional Memory through Hardware Clock
Adaptive Compute-phase Prediction and Thread Prioritization to Mitigate Memory Access Latency
A GALS Router for Asynchronous Network-on-Chip
Hardware Threading Techniques for Multi-Threaded MPSoCs
A Closed Loop Control based Power Manager for WiNoC Architectures
Exploring Spiking Neural Network on Coarse-Grain Reconfigurable Architectures

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Exploring Spiking Neural Network on Coarse-Grain Reconfigurable Architectures

Content Provider ACM Digital Library
Author Daneshtalab, Masoud Dytckov, Sergei Hemani, Ahmed Ebrahimi, Masoumeh Anwar, Hassan Jafri, Syed M. A. H.
Abstract Today, reconfigurable architectures are becoming increasingly popular as the candidate platforms for neural networks. Existing works, that map neural networks on reconfigurable architectures, only address either FPGAs or Networks-on-chip, without any reference to the Coarse-Grain Reconfigurable Architectures (CGRAs). In this paper we investigate the overheads imposed by implementing spiking neural networks on a Coarse Grained Reconfigurable Architecture (CGRAs). Experimental results (using point to point connectivity) reveal that up to 1000 neurons can be connected, with an average response time of 4.4 msec.
Starting Page 64
Ending Page 67
Page Count 4
File Format PDF
ISBN 9781450328227
DOI 10.1145/2613908.2613916
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2014-06-15
Publisher Place New York
Access Restriction Subscribed
Content Type Text
Resource Type Article
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