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TPDS-SS-AI 2020 : IEEE Transactions on Parallel and Distributed Systems (IEEE TPDS) Special Section on Parallel and Distributed Computing Techniques for AI, ML and D

Submission Deadline: Jul 01, 2020
Notification of Acceptance: Aug 05, 2020

About

TPDS has recently started a new initiative called “special sections.” Compared with regular submissions to TPDS, special sections have some differences: (1) submissions are focused on special topics of interest (similar to special issues); (2) special sections have fixed deadlines for submission and notifications; and (3) special sections have a standing committee of reviewers similar to conferences. This is the first such special section that we are planning.

Call For Paper

The special section is dedicated to parallel and distributed computing (PDC) techniques for AI/ML/DL. That includes both “PDC for AI/ML/DL”- and “AI/ML/DL for PDC”-oriented articles (please see the description above). Topics of interest include, but are not limited to:

  • AI/ML/DL for PDC and PDC for AI/ML/DL
  • Data parallelism and model parallelism
  • Efficient hardware for AI, ML, and DL
  • Hardware-efficient training and inference
  • Performance modeling of AI/ML/DL applications
  • Scalable optimization methods for AI/ML/DL
  • Scalable hyper-parameter optimization
  • Scalable neural architecture search
  • Scalable IO for AI/ML/DL
  • Systems, compilers, and languages for AI/ML/DL at scale
  • Testing, debugging, and profiling AI/ML/DL applications
  • Visualization for AI/ML/DL at scale

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