{"id":8,"date":"2015-04-08T11:14:00","date_gmt":"2015-04-08T09:14:00","guid":{"rendered":"http:\/\/people.unipi.it\/federico_rossi\/?page_id=8"},"modified":"2023-10-09T09:43:53","modified_gmt":"2023-10-09T07:43:53","slug":"publications","status":"publish","type":"page","link":"https:\/\/people.unipi.it\/federico_rossi\/publications\/","title":{"rendered":"Publications"},"content":{"rendered":"\n

Journals<\/h2>\n
\n
    \n
  1. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
    \nFast Approximations of Activation Functions in Deep Neural Networks when using Posit Arithmetic<\/strong>
    \nSensors, vol. 20(5), 2020
    \n<\/li>\n
  2. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
    \nFast deep neural networks for image processing using posits and ARM scalable vector extension<\/strong>
    \nJournal of Real-Time Image Processing, vol. 17(3), pp. 759-771, 2020
    \n<\/li>\n
  3. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio; Dupont de Dinechin, Benoit
    \nNovel Arithmetics in Deep Neural Networks Signal Processing for Autonomous Driving: Challenges and Opportunities<\/strong>
    \nIEEE Signal Processing Magazine, vol. 38(1), pp. 97-110, 2021
    \n<\/li>\n
  4. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
    \nVectorizing posit operations on RISC-V for faster deep neural networks: experiments and comparison with ARM SVE<\/strong>
    \nNeural Computing and Applications, vol. 33(16), pp. 10575-10585, 2021
    \n<\/li>\n
  5. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio
    \nA Lightweight Posit Processing Unit for RISC-V Processors in Deep Neural Network Applications<\/strong>
    \nIEEE Transactions on Emerging Topics in Computing, vol. (), pp. 1-1, 2021
    \n<\/li>\n<\/ol>\n

    Conferences<\/h2>\n
    \n
      \n
    1. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio<\/em>
      \nA Fast Approximation of the Hyperbolic Tangent When Using Posit Numbers and Its Application to Deep Neural Networks<\/strong>
      \nIn Applications in Electronics Pervading Industry, Environment and Society<\/em>, pp. 213–221, 2020
      \n<\/li>\n
    2. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio<\/em>
      \nNovel Arithmetics to Accelerate Machine Learning Classifiers in Autonomous Driving Applications<\/strong>
      \nIn 2019 26th IEEE International Conference on Electronics, Circuits and Systems (ICECS)<\/em>, pp. 779-782, 2019
      \n<\/li>\n
    3. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio<\/em>
      \nA Novel Posit-based Fast Approximation of ELU Activation Function for Deep Neural Networks<\/strong>
      \nIn 2020 IEEE International Conference on Smart Computing (SMARTCOMP)<\/em>, pp. 244-246, 2020
      \n<\/li>\n
    4. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio<\/em>
      \nFaster deep neural network image processing by using vectorized posit operations on a RISC-V processor<\/strong>
      \nIn Real-Time Image Processing and Deep Learning 2021<\/em>, pp. 1173604, 2021
      \n<\/li>\n
    5. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio<\/em>
      \nSmall Reals Representations for Deep Learning at the Edge: A Comparison<\/strong>
      \nIn Next Generation Arithmetic<\/em>, pp. 117–133, 2022
      \n<\/li>\n
    6. \nCococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio<\/em>
      \nExperimental Results of Vectorized Posit-Based DNNs on a Real ARM SVE High Performance Computing Machine<\/strong>
      \nIn Applications in Electronics Pervading Industry, Environment and Society<\/em>, pp. 61–68, 2022
      \n<\/li>\n
    7. \nRossi, Federico; Fiaschi, Lorenzo; Cococcioni, Marco; Saponara, Sergio<\/em>
      \nDesign and FPGA Synthesis of BAN Processing Unit for non-Archimedean Number Crunching<\/strong>
      \nIn Applications in Electronics Pervading Industry, Environment and Society<\/em>, 2023
      \n<\/li>\n
    8. \nGustafson, John L.; Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio<\/em>
      \nDecoding-free Two-Input Arithmetic for Low-Precision Real Numbers<\/strong>
      \nIn Next Generation Arithmetic<\/em>, 2023
      \n<\/li>\n
    9. \nNeves, Nuno; Crespo, Luis; Rossi, Federico; Cococcioni, Marco; Saponara, Sergio; Kuehn, Martin; Krueger, Jens; Tomas, Pedro; Roma, Nuno<\/em>
      \nAn FPGA-based platform to evaluate Posit arithmetic in next-generation processors<\/strong>
      \nIn ISC High Performance (Poster)<\/em>, 2023
      \n<\/li>\n
    10. \nPiccoli, Michele; Zoni, Davide; Fornaciari, William; Massari, Gisueppe; Cococcioni, Marco; Rossi, Federico; Saponara, Sergio; Ruffaldi, Emanuele<\/em>
      \nDynamic Power Consumption of the Full Posit Processing Unit: Analysis and Experiments<\/strong>
      \nIn 14th Workshop on Parallel Programming and Run-Time Management Techniques for Many-Core Architectures and 12th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms (PARMA-DITAM 2023)<\/em>, pp. 6:1–6:11, 2023
      \n<\/li>\n<\/ol>\n\n","protected":false},"excerpt":{"rendered":"

      Journals Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio Fast Approximations of Activation Functions in Deep Neural Networks when using…<\/p>\n

      Leggi tutto…<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-8","page","type-page","status-publish","hentry"],"acf":[],"featured_image_src":null,"yoast_head":"\nPublications - Federico Rossi<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/people.unipi.it\/federico_rossi\/publications\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Publications - Federico Rossi\" \/>\n<meta property=\"og:description\" content=\"Journals Cococcioni, Marco; Rossi, Federico; Ruffaldi, Emanuele; Saponara, Sergio Fast Approximations of Activation Functions in Deep Neural Networks when using…Leggi tutto...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/people.unipi.it\/federico_rossi\/publications\/\" \/>\n<meta property=\"og:site_name\" content=\"Federico Rossi\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-09T07:43:53+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tempo di lettura stimato\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minuti\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/publications\\\/\",\"url\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/publications\\\/\",\"name\":\"Publications - Federico Rossi\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/#website\"},\"datePublished\":\"2015-04-08T09:14:00+00:00\",\"dateModified\":\"2023-10-09T07:43:53+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/publications\\\/#breadcrumb\"},\"inLanguage\":\"it-IT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/publications\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/publications\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Publications\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/#website\",\"url\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/\",\"name\":\"Federico Rossi\",\"description\":\"People\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/people.unipi.it\\\/federico_rossi\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"it-IT\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Publications - Federico Rossi","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/people.unipi.it\/federico_rossi\/publications\/","og_locale":"it_IT","og_type":"article","og_title":"Publications - Federico Rossi","og_description":"Journals Cococcioni, Marco; 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