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Fine Grained Dataflow Tracking with Proximal Gradients [article]

Gabriel Ryan, Abhishek Shah, Dongdong She, Koustubha Bhat, Suman Jana
<span title="2021-02-24">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We introduce proximal gradient analysis (PGA), a novel, theoretically grounded approach that can track more accurate and fine-grained dataflow information.  ...  Dataflow tracking with Dynamic Taint Analysis (DTA) is an important method in systems security with many applications, including exploit analysis, guided fuzzing, and side-channel information leak detection  ...  The additional information provided by gradients confer two crucial advantages: (i) Fine-grained tracking.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1909.03461v6">arXiv:1909.03461v6</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2kuubtwdfbadpj7r5j37rz4gp4">fatcat:2kuubtwdfbadpj7r5j37rz4gp4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210224225147/https://arxiv.org/pdf/1909.03461v5.pdf" title="fulltext PDF download [not primary version]" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/08/a3/08a3820a9bd13dce9672269150e0670911770963.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1909.03461v6" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Pathways: Asynchronous Distributed Dataflow for ML [article]

Paul Barham and Aakanksha Chowdhery and Jeff Dean and Sanjay Ghemawat and Steven Hand and Dan Hurt and Michael Isard and Hyeontaek Lim and Ruoming Pang and Sudip Roy and Brennan Saeta and Parker Schuh and Ryan Sepassi and Laurent El Shafey and Chandramohan A. Thekkath and Yonghui Wu
<span title="2022-03-23">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This design, with careful engineering, allows Pathways to adopt a single-controller model that makes it easier to express complex new parallelism patterns.  ...  Pathways makes use of a novel asynchronous distributed dataflow design that lets the control plane execute in parallel despite dependencies in the data plane.  ...  ., 2017) have started to explore computational sparsity that is most naturally expressed using fine-grain control flow and heterogeneous computation across accelerators.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2203.12533v1">arXiv:2203.12533v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mybwfoemx5duznofoaakxzdc64">fatcat:mybwfoemx5duznofoaakxzdc64</a> </span>
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2021 Index IEEE Transactions on Parallel and Distributed Systems Vol. 32

<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ll6bfs5o6bahfinh3u5z2cnyoy" style="color: black;">IEEE Transactions on Parallel and Distributed Systems</a> </i> &nbsp;
., +, TPDS April 2021 900- 917 Parallel Fine-Grained Comparison of Long DNA Sequences in Homoge- neous and Heterogeneous GPU Platforms With Pruning.  ...  Zhang, F., +, TPDS Sept. 2021 2262-2276 Decentralized Dual Proximal Gradient Algorithms for Non-Smooth Con- strained Composite Optimization Problems.  ...  Graph coloring Feluca: A Two-Stage Graph Coloring Algorithm With Color-Centric Paradigm on GPU. Zheng, Z., +,  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tpds.2021.3107121">doi:10.1109/tpds.2021.3107121</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e7bh2xssazdrjcpgn64mqh4hb4">fatcat:e7bh2xssazdrjcpgn64mqh4hb4</a> </span>
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Ray: A Distributed Framework for Emerging AI Applications [article]

Philipp Moritz, Robert Nishihara, Stephanie Wang, Alexey Tumanov, Richard Liaw, Eric Liang, Melih Elibol, Zongheng Yang, William Paul, Michael I. Jordan, Ion Stoica
<span title="2018-09-30">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The next generation of AI applications will continuously interact with the environment and learn from these interactions.  ...  As in other dataflow systems [64] , we track data lineage to enable reconstruction.  ...  In particular, such a framework should satisfy the following requirements: Fine-grained, heterogeneous computations.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1712.05889v2">arXiv:1712.05889v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/odyn47sxe5fstcknououtih4sm">fatcat:odyn47sxe5fstcknououtih4sm</a> </span>
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Partial results for online query processing

Vijayshankar Raman, Joseph M. Hellerstein
<span title="">2002</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vxrc3vebzzachiwy3nopwi3h5u" style="color: black;">Proceedings of the 2002 ACM SIGMOD international conference on Management of data - SIGMOD &#39;02</a> </i> &nbsp;
The crux of this architecture is a dataflow operator that supports two kinds of reorderings: reordering of intermediate tuples within a dataflow, and reordering of query plan operators through which tuples  ...  After describing our querying model and user interface, we present a query processing architecture for this model which is implemented in the Telegraph dataflow system.  ...  It is also possible to give a user correspondingly fine-grained control over the priority of both "horizontal" and "vertical" partial results.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/564691.564723">doi:10.1145/564691.564723</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigmod/RamanH02.html">dblp:conf/sigmod/RamanH02</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gkcfkefdbjaxte3dsbjp7qurlu">fatcat:gkcfkefdbjaxte3dsbjp7qurlu</a> </span>
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Partial results for online query processing

Vijayshankar Raman, Joseph M. Hellerstein
<span title="">2002</span> <i title="ACM Press"> Proceedings of the 2002 ACM SIGMOD international conference on Management of data - SIGMOD &#39;02 </i> &nbsp;
The crux of this architecture is a dataflow operator that supports two kinds of reorderings: reordering of intermediate tuples within a dataflow, and reordering of query plan operators through which tuples  ...  After describing our querying model and user interface, we present a query processing architecture for this model which is implemented in the Telegraph dataflow system.  ...  It is also possible to give a user correspondingly fine-grained control over the priority of both "horizontal" and "vertical" partial results.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/564720.564723">doi:10.1145/564720.564723</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ve6e4luzzvfn5igmfbux2okak4">fatcat:ve6e4luzzvfn5igmfbux2okak4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20030419100855/http://db.cs.berkeley.edu:80/papers/sigmod02-partial.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1e/a8/1ea8ca826978ca9d3096710ea0cafecfe705ea28.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/564720.564723"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Brain-Inspired Classroom Occupancy Monitoring on a Low-Power Mobile Platform

Francesco Conti, Antonio Pullini, Luca Benini
<span title="">2014</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ilwxppn4d5hizekyd3ndvy2mii" style="color: black;">2014 IEEE Conference on Computer Vision and Pattern Recognition Workshops</a> </i> &nbsp;
Brain-inspired computer vision (BICV) has evolved rapidly in recent years and it is now competitive with traditional CV approaches.  ...  In fact, with 4 threads the thread creation overhead in HD would be greater than the potential gain from fine-grained parallelism.  ...  By contrast, DE's much larger CNN works on whole pictures and can largely exploit fine-grained data parallelism.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/cvprw.2014.95">doi:10.1109/cvprw.2014.95</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/cvpr/0001PB14.html">dblp:conf/cvpr/0001PB14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fserr4222vb3rl5hcvj3bllurm">fatcat:fserr4222vb3rl5hcvj3bllurm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809083756/http://www.cv-foundation.org/openaccess/content_cvpr_workshops_2014/W17/papers/Conti_Brain-inspired_Classroom_Occupancy_2014_CVPR_paper.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ff/8e/ff8e2efb0bbe35745132bb0c96eabf5684be2989.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/cvprw.2014.95"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

The depositional web on the floodplain of the Fly River, Papua New Guinea

Geoff Day, William E. Dietrich, Joel C. Rowland, Andrew Marshall
<span title="2008-03-20">2008</span> <i title="American Geophysical Union (AGU)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/viwewm24z5cejd4y2wp3derqvy" style="color: black;">Journal of Geophysical Research</a> </i> &nbsp;
About 40% of the total sediment load was deposited on the floodplain, with half of that being conveyed by the over 900 km of floodplain channels (equal to about 0.09% sediment deposition/km of main stem  ...  Possible explanations for e s i > e c i may include a greater percentage of fine grained sediment in the sample (pCu increases with decreasing grain size, as discussed above), or variation (above the annual  ...  of the higher pCu fine-grained sediments was regarded to be minor. [37] Equation (4) was used to calculate sediment deposition since the start of mining from the pCu profile data from 1993 and 1994 at  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1029/2006jf000622">doi:10.1029/2006jf000622</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xg5e7q7fufbxdn7en4vysn4yhq">fatcat:xg5e7q7fufbxdn7en4vysn4yhq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170813065600/http://www.nsf-margins.org/S2S/2009/PNG_reading/1_Day%20et%20al..pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5f/ef/5fef78f3e5cc2a4dde42c979a6422152eddc73ef.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1029/2006jf000622"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

2020 Index IEEE Transactions on Visualization and Computer Graphics Vol. 26

<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hjrujdrg7zaghbdsp5pdzq7cmm" style="color: black;">IEEE Transactions on Visualization and Computer Graphics</a> </i> &nbsp;
., +, TVCG Dec. 2020 3524-3534 Fine-Grained Visual Recognition in Mobile Augmented Reality for Technical Support.  ...  ., +, TVCG June 2020 2219-2233 Fine-Grained Visual Recognition in Mobile Augmented Reality for Techni- cal Support.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tvcg.2021.3111804">doi:10.1109/tvcg.2021.3111804</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lvhpoz5sqjhclo3roocrdtzs2m">fatcat:lvhpoz5sqjhclo3roocrdtzs2m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210924180138/https://ieeexplore.ieee.org/ielx7/2945/9269519/09535337.pdf?tp=&amp;arnumber=9535337&amp;isnumber=9269519&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b7/c5/b7c5516928c8d9e73afaf9625055199a8c4e8ad1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tvcg.2021.3111804"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

GNNAdvisor: An Adaptive and Efficient Runtime System for GNN Acceleration on GPUs [article]

Yuke Wang, Boyuan Feng, Gushu Li, Shuangchen Li, Lei Deng, Yuan Xie, Yufei Ding
<span title="2021-06-20">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
However, the existing one-size-fits-all GNN implementations are insufficient to catch up with the evolving GNN architectures, the ever-increasing graph sizes, and the diverse node embedding dimensionalities  ...  Use was made of computational facilities purchased with funds from the National Science Foundation (OAC-1925717) and administered by the Center for Scientific Computing (CSC).  ...  However, our fine-grained dimension partitioning can still handle these high-dimensional cases effectively.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2006.06608v3">arXiv:2006.06608v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ywdvkvk4tfddph3eg3ul3rda2u">fatcat:ywdvkvk4tfddph3eg3ul3rda2u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210623064554/https://arxiv.org/pdf/2006.06608v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a7/2b/a72bbf818135b30ab24835e663bc8dcb7b8274ff.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2006.06608v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Minerva

Brandon Reagen, Paul Whatmough, Robert Adolf, Saketh Rama, Hyunkwang Lee, Sae Kyu Lee, José Miguel Hernández-Lobato, Gu-Yeon Wei, David Brooks
<span title="2016-06-18">2016</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/35q3ync5nbhnjfpylznlz57lyi" style="color: black;">SIGARCH Computer Architecture News</a> </i> &nbsp;
Compared to an established fixed-point accelerator baseline, we show that fine-grained, heterogeneous datatype optimization reduces power by 1.5×; aggressive, inline predication and pruning of small activity  ...  The continued success of Deep Neural Networks (DNNs) in classification tasks has sparked a trend of accelerating their execution with specialized hardware.  ...  Fine-grained per-type, per-layer optimizations significantly reduce power and resource demands.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3007787.3001165">doi:10.1145/3007787.3001165</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pko4yhxfordu7epqncumxlyoey">fatcat:pko4yhxfordu7epqncumxlyoey</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20160706074330/http://www.eecs.harvard.edu:80/~reagen/papers/minerva-isca2016.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2b/b2/2bb28f6105ca30b2bc1ba91578234ecb12e788a6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3007787.3001165"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Scaling data mining in massively parallel dataflow systems

Sebastian Schelter
<span title="">2014</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vxrc3vebzzachiwy3nopwi3h5u" style="color: black;">Proceedings of the 2014 SIGMOD PhD symposium on - SIGMOD&#39;14 PhD Symposium</a> </i> &nbsp;
Despite of their shared memory character, RDDs are based on coarse-grained transformations rather than fine-grained updates, in order to allow for simple and effective fault tolerance.  ...  As RDDs are based on coarse-grained bulk transformations and not on fine-grained element-wise updates, they allow the system to log the transformations (the lineage of the data), thereby freeing it from  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2602622.2602631">doi:10.1145/2602622.2602631</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigmod/Schelter14.html">dblp:conf/sigmod/Schelter14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kejcowbahrfl7mguzivnolwtoq">fatcat:kejcowbahrfl7mguzivnolwtoq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170830051112/https://ssc.io/pdf/dissertation.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7a/56/7a562dfbf25084fbe78726621b303cc11035fa94.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2602622.2602631"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Embedded and real-time architecture for bio-inspired vision-based robot navigation

Laurent Fiack, Nicolas Cuperlier, Benoît Miramond
<span title="2014-01-22">2014</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ihxuyfsqpjeoxn5hsmj4p7gmpy" style="color: black;">Journal of Real-Time Image Processing</a> </i> &nbsp;
A recent trend in several robotics tasks is to consider vision as the primary sense to perceive the environment or to interact with humans.  ...  Faced with a performance challenge, the attentional model allows to reduce vision processing to a few regions of the visual field.  ...  At that time, the robot has to locate its energy connection (fine-grain vision) and plug its battery.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11554-013-0391-9">doi:10.1007/s11554-013-0391-9</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ogvj5adkeffezoupsffipn3caq">fatcat:ogvj5adkeffezoupsffipn3caq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170810012042/http://perso-etis.ensea.fr/fiack/medias/publications/fiack_jrtip2014.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/28/4e/284ee1d839c1f5fd9af24ad6dd8a8864cf9914b9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11554-013-0391-9"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Strategies and Principles of Distributed Machine Learning on Big Data [article]

Eric P. Xing, Qirong Ho, Pengtao Xie, Wei Dai
<span title="2015-12-31">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
make them efficient, generally-applicable, and supported with convergence and scaling guarantees.  ...  How to bridge ML computation with inter-machine communication? How to perform such communication? What should be communicated between machines?  ...  This presents ML practitioners with a choice between the aforementioned monolithic yet high-performance "towers" (specialized systems that require substantial engineering to maintain and upgrade), or the  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1512.09295v1">arXiv:1512.09295v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zogp6g27inc4hcvxek7bbdljye">fatcat:zogp6g27inc4hcvxek7bbdljye</a> </span>
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Final Statements [chapter]

<span title="2009-02-20">2009</span> <i title="John Wiley &amp; Sons, Ltd"> FPGA-Based Implementation of Signal Processing Systems </i> &nbsp;
Coarse (90 • , 180 • and 270 • ) fine-grained phase shifting and various types of fine-grained or fractional phase-shifting are supported.  ...  The chapter starts with a brief historical perspective of FPGAs in Section 5.2, describing how they have emerged from being a fine-grained technology to a technology with complex system blocks.  ...  If the roots are then grouped with a periodicity of θ = 2π/(N/4), an extremely efficient factorization of the transform matrix is obtained.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/9780470713785.ch14">doi:10.1002/9780470713785.ch14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/b5uyg6k2qbhnncscazm2ickxki">fatcat:b5uyg6k2qbhnncscazm2ickxki</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811183220/http://d1.amobbs.com/bbs_upload782111/files_30/ourdev_564364C2IZCF.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/9780470713785.ch14"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> wiley.com </button> </a>
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