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Posts

Aug, 16

OpenCL + OpenSHMEM Hybrid Programming Model for the Adapteva Epiphany Architecture

There is interest in exploring hybrid OpenSHMEM + X programming models to extend the applicability of the OpenSHMEM interface to more hardware architectures. We present a hybrid OpenCL + OpenSHMEM programming model for device-level programming for architectures like the Adapteva Epiphany many-core RISC array processor. The Epiphany architecture comprises a 2D array of low-power RISC […]
Aug, 16

Learning Structured Sparsity in Deep Neural Networks

High demand for computation resources severely hinders deployment of large-scale Deep Neural Networks (DNN) in resource constrained devices. In this work, we propose a Structured Sparsity Learning (SSL) method to regularize the structures (i.e., filters, channels, filter shapes, and layer depth) of DNNs. SSL can: (1) learn a compact structure from a bigger DNN to […]
Aug, 16

Near Memory Similarity Search on Automata Processors

Embedded devices and multimedia applications today generate unprecedented volumes of data which must be indexed and made searchable. As a result, similarity search has become a critical idiom for many modern data intensive applications in natural language processing (NLP), vision, and robotics. At its core, similarity search is implemented using k-nearest neighbors (kNN) where computation […]
Aug, 15

3rd International Conference on Biomedical and Bioinformatics Engineering (ICBBE), 2016

Publication After a careful reviewing process by at least 2-3 experts, all accepted papers for the ICBBE 2016 will be published in: International Conference Proceedings Series by ACM, which will be archived in the ACM Digital Library, and indexed by Ei Compendex and Scopus and submitted to be reviewed by Thomson Reuters Conference Proceedings Citation […]
Aug, 15

5th International Conference on Environment, Chemistry and Biology (ICECB), 2016

Prof. Wei Yu, The University of Auckland, New Zealand will be our keynote speaker. Publishing in the Volume of Journal (IPCBEE, ISSN: 2010-4618), indexed by Ei Geobase (Elsevier). Submission Methods Email: icecb@cbees.org http://www.icecb.org
Aug, 15

2nd International Workshop on Heterogeneous High-performance Reconfigurable Computing (H2RC’16), 2016

With Exascale systems on the horizon at the same time that conventional von-Neumann architectures are suffering from rising power densities, we are facing an era with power, energy-efficiency, and cooling as first-class constraints for scalable HPC. FPGAs can tailor the hardware to the application, avoiding overheads of general-purpose architectures–for example, through customized datapaths and memory […]
Aug, 11

A Comparison of Potential Interfaces for Batched BLAS Computations

One trend in modern high performance computing (HPC) is to decompose a large linear algebra problem into thousands of small problems which can be solved independently. There is a clear need for a batched BLAS standard, allowing users to perform thousands of small BLAS operations in parallel and making efficient use of their hardware. There […]
Aug, 11

CaffePresso: An Optimized Library for Deep Learning on Embedded Accelerator-based platforms

Off-the-shelf accelerator-based embedded platforms offer a competitive energy-efficient solution for lightweight deep learning computations over CPU-based systems. Low-complexity classifiers used in power-constrained and performance-limited scenarios are characterized by operations on small image maps with 2-3 deep layers and few class labels. For these use cases, we consider a range of embedded systems with 5-20 W […]
Aug, 11

Parallel LDPC Decoding on a Heterogeneous Platform using OpenCL

Modern mobile devices are equipped with various accelerated processing units to handle computationally intensive applications; therefore, Open Computing Language (OpenCL) has been proposed to fully take advantage of the computational power in heterogeneous systems. This article introduces a parallel software decoder of Low Density Parity Check (LDPC) codes on an embedded heterogeneous platform using an […]
Aug, 11

9th International Conference on Machine Learning and Computing (ICMLC), 2017

Paper Publication ICMLC 2017 proceedings will be published in the International Conference Proceedings Series by ACM, which will be archived in the ACM Digital Library, and indexed by Ei Compendex and Scopus and submitted to be reviewed by Thomson Reuters Conference Proceedings Citation Index (ISI Web of Science). Proceedings ISBN: 978-1-4503-4783-9 Submission Methods You can […]
Aug, 11

International Conference on Bioinformatics and Computing Technologies (ICBCT), 2017

Publication All papers accepted by this conference will be published by International Journal of Bioscience, Biochemistry and Bioinformatics (IJBBB) / International Journal of Machine Learning and Computing (IJMLC), and will be submitted to EI(INSPEC) to include. Submission Please submit your full paper to us:icbct@saise.org
Aug, 11

9th International Conference on Computer and Automation Engineering (ICCAE), 2017

Publication All accepted papers of ICCAE 2017 will be published in the International Conference Proceedings Series by ACM, (ISBN: 978-1-4503-4791-4), which will be archived in the ACM Digital Library, and indexed by Ei Compendex and Scopus and submitted to be reviewed by Thomson Reuters Conference Proceedings Citation Index (ISI Web of Science). ICCAE 2016 conference […]
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