Workshop on Extreme Scaling of AI for Science

LYON, France, Jan. 10, 2022 — The thirty sixth IEEE International Parallel and Distributed Processing Symposium (IPDPS) is asking for papers for its ExSAIS 2022: Workshop on Extreme Scaling of AI for Science which can happen on June 3, 2022. The due date for paper submissions is Feb. 1, 2022.
The following description of the workshop and its submission pointers are offered by the occasion’s organizers:
The evolution of machine notion to machine studying and reasoning, and finally machine intelligence, has the potential to considerably influence acceleration and development of autonomous scientific discovery and the operation of scientific devices. While machine reasoning will allow clever techniques to raised perceive and work together with their bodily world, machine intelligence by way of modeling, simulation and automation, closes the hole between experiments, excessive computing, and scientific discovery. In order to usher on this new period of autonomous science, advances in a number of areas of synthetic intelligence and different disciplines e.g., high-performance computing, information engineering want to return collectively. Therefore, the purpose of this workshop is to deliver collectively researchers from numerous backgrounds to allow excessive scaling of AI for science.
This workshop will deal with the overarching purpose of enabling semi-autonomous and autonomous AI-driven predictive and prescriptive scientific discovery at scale by integrating extreme-scale heterogeneous and reconfigurable computing paradigms, multiscale arithmetic, physics-based simulation, information sciences and engineering to deal with challenges throughout science, scientific devices, and safety domains e.g., biology, chemistry, and materials science. Specific areas of curiosity embody:

Algorithms: Advance extreme-scale Artificial Intelligence by way of algorithmic improvement within the areas of probabilistic reasoning, multimodal illustration studying, pure language processing, robotics, choice making, combinatorial optimization and human-machine interplay.
Implementation and deployment: Enable scalable Artificial Intelligence by way of advances in distributed and parallel AI algorithms and instruments, heterogeneous and reconfigurable computing platforms and paradigms, Exascale techniques, and compilers and system software program for extreme-scale AI/ML algorithms.
Applications: Discuss software use circumstances in science domains of significance together with computational biology, molecular chemistry, materials science, epidemiology, vitality and physics.

The workshop seeks brief and lengthy papers spanning all areas of scaling AI for science, engineering and safety domains together with however not restricted to:

Parallel and distributed algorithms for machine studying, machine reasoning, and machine intelligence at scale. Specific examples embody: probabilistic reasoning, information analytics, information illustration studying, multi-modal evaluation, pure language processing, robotics, choice making, combinatorial optimization and human-machine interplay
Software instruments, compilers and system software program to allow AI for machine notion and reasoning at scale. Specific examples embody PyTorch (and Glow), TensorFlow (and XLA), CNTK, TVM, and the MLIR framework.
Application case research in all areas of science and engineering corresponding to biology, chemistry, materials science, excessive vitality physics, and local weather safety.

Important Dates

Position or full paper submission: February 1, 2022 AoE
Notification: February 28, 2022
Camera-ready: March 15, 2022
Workshop: June 3, 2022

Submissions
Submission web site: https://ssl.linklings.net/conferences/ipdps.
Authors can submit two sorts of papers: Short papers (as much as 4 pages) and lengthy papers (as much as 10 pages). All submissions have to be single-spaced double-column pages utilizing 10-point dimension font on 8.5×11 inch pages (IEEE convention type), together with figures, tables, and references.
The templates can be found at: http://www.ieee.org/conferences_events/conferences/publishing/templates.html.
For extra details about all IPDPS 2022 Workshops, go to this hyperlink.
About IPDPS Workshops
IPDPS Workshops are the “bookends” to the three-day convention technical program of contributed papers, invited audio system, pupil packages, and trade participation. They present the IPDPS neighborhood a possibility to discover particular matters and current work that’s extra preliminary or cutting-edge than the extra mature analysis introduced in the principle symposium. Each workshop has its personal necessities and schedule for submissions. Workshop paper submission dates sometimes fall after the notification date for the principle symposium papers. Proceedings of the workshops are distributed on the convention and are submitted for inclusion within the IEEE Xplore Digital Library after the convention.

Source: IPDPS

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