About |
The Deep Learning on Supercomputers workshop is with ISC’20 on June 25th, 2020 in Frankfurt, Germany. It is the fourth workshop in the Deep Learning on Supercomputers series. The workshop provides a forum for practitioners working on any and all aspects of DL for scientific research in the High Performance Computing (HPC) context to present their latest research results and development, deployment, and application experiences. The general theme of this workshop series is the intersection of DL and HPC, while the theme of this particular workshop is centered around the applications of deep learning methods in scientific research: novel uses of deep learning methods, e.g., convolutional neural networks (CNN), recurrent neural networks (RNN), generative adversarial network (GAN), and reinforcement learning (RL), for both natural and social science research, and innovative applications of deep learning in traditional numerical simulation. Its scope encompasses application development in scientific scenarios using HPC platforms; DL methods applied to numerical simulation; fundamental algorithms, enhanced procedures, and software development methods to enable scalable training and inference; hardware changes with impact on future supercomputer design; and machine deployment, performance evaluation, and reproducibility practices for DL applications with an emphasis on scientific usage. |
Call for Papers |
Topics include but are not limited to:
As part of the reproducibility initiative, the workshop requires authors to provide information such as the algorithms, software releases, datasets, and hardware configurations used. For performance evaluation studies, we will encourage authors to use well-known benchmarks or applications with open accessible datasets: for example, MLPerf and ResNet-50 with the ImageNet-1K dataset. Important Dates
Paper SubmissionAuthors are invited to submit unpublished, original work with a minimum of 6 pages and a maximum of 12 pages in single column text with LNCS style. All submissions should be in LNCS format and submitted using linklings tentatively. Organizing Committee
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Summary |
DLonSC 2020 : 4th International Workshop on Deep Learning on Supercomputers will take place in Frankfurt, Germany. It’s a 1 day event starting on Jun 25, 2020 (Thursday) and will be winded up on Jun 25, 2020 (Thursday). DLonSC 2020 falls under the following areas: COMPUTER SCIENCE, MACHINE LEARNING, ARTIFICIAL INTELLIGENCE, etc. Submissions for this Workshop can be made by Mar 31, 2020. Authors can expect the result of submission by Apr 16, 2020. Upon acceptance, authors should submit the final version of the manuscript on or before May 15, 2020 to the official website of the Workshop. Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines. Other Details of the DLonSC 2020
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Credits and Sources |
[1] DLonSC 2020 : 4th International Workshop on Deep Learning on Supercomputers |