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LLM4HPC 2026
The 2nd International Workshop on Foundational Large Language Models Advances for HPC
to be held in conjunction with ISC-HPC 2026
June 26th, 2026
Hamburg, Germany
LLM4HPC 2026
The 2nd International Workshop on Foundational large Language Models Advances for HPC
to be held in conjunction with
ISC-HPC 2026
26 June, 2026
Hamburg, Germany
Introduction
Since their development and release, modern Large Language Models (LLMs), such as the Generative Pre-trained Transformer (GPT) model and the Large Language Model Meta AI (LLaMA), have come to signify a revolution in human-computer interaction spurred on by their high-quality results. LLMs have repaved this landscape thanks to unprecedented investments and enormous training models (hundreds of billions of parameters). The availability of LLMs has led to increasing interest in how they could be applied to a large variety of applications. The HPC community made recent research efforts to evaluate current LLM capabilities for some HPC tasks, including code generation, auto parallelization, performance portability, correctness, among others. All these studies concluded that state-of-the-art LLM capabilities have proven so far insufficient for these targets. Hence, it is necessary to explore novel techniques to further empower LLMs to enrich the HPC mission and its impact.
Call For Papers
Objectives, scope and topics of the workshop
This workshop objectives are focused on LLMs advances for any HPC major priority and challenge with the aims to define and discuss the fundamentals of LLMs for HPC-specific tasks, including but not limited to hardware design, compilation, parallel programming models and runtimes, application development, enabling LLM technologies to have more autonomous decision-making about the efficient use of HPC. This workshop aims to provide a forum to discuss new and emerging solutions to address these important challenges towards an AI-assisted HPC era. Papers are being sought on many aspects of LLM for HPC targets including (but not limited to):
LLMs for Programming Environments and Runtime Systems
LLMs for HPC and Scientific Applications
LLMs for Hardware design (including non-von Neumann Architectures)
Reliability/Benchmarking/Measurements for LLMs
Important Dates
Paper submission deadline : March 6, 2026
Notification of acceptance : March 23, 2026
Camera-ready papers due : May 15, 2026
Workshop day: June 26, 2026
Steering Committee
Jeffrey S. Vetter, Oak Ridge National Laboratory, USA
Franz Franchetti, Carnegie Mellon University, USA
Abhinav Bhatele, University of Maryland, USA
Organizers (Contact us)
Pedro Valero-Lara (chair)
Oak Ridge National Laboratory, USA
Simon Garcia de Gonzalo (co-chair)
Sandia National Laboratory, USA
Ignacio Laguna (co-chair)
Lawrence Livermore National Laboratory, USA
Upasana Sridhar (co-chair)
Carnegie Mellon University, USA
Programme Committee
Aaron Young, Oak Ridge National Laboratory, USA
Elias Werner, Technische Universitat Dresden, Germany
Upasana Sridhar, Carnegie Mellon University, USA
Hiroyuki Takizawa, Tohoku University, Japan
Olivier Aumage, INRIA, France
Monil Mohammad Alaul Haque, Oak Ridge National Laboratory, USA
Patrick Diehl, Los Alamos National Laboratory, USA
Xingfu Wu, Argonne National Laboratory, USA
Eduardo Iraola, Barcelona Supercomputing Center, Spain
Zhiling Lan, University of Illinois Chicago, USA
Noujoud Nader, Louisiana State University, USA
Daichi Mukunoki, Nagoya University, Japan
Keita Teranishi, Oak Ridge National Laboratory, USA
Tuning Xia, Rice University, USA
Charlie Catlett, Argonne National Laboratory, USA
Swaroop Pophale, Oak Ridge National Laboratory, USA
Chris Siefert, Sandia National Laboratory, USA
Takahiro Katagiri, Nagoya University, Japan
Het Mankad, Oak Ridge National Laboratory, USA
William Godoy, Oak Ridge National Laboratory, USA
Manuscript submission
We invite submissions of original, unpublished research and experiential papers. Papers should be between 6 to 12 pages in length (including a bibliography and appendices, with two possible extra pages after the review to address the reviewer's comments), formatted according to Springer's Lecture Notes in Computer Science (LNCS). All paper submissions will be managed electronically via ISC-HPC Linklings.
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Keita Teranishi (Pronouns: he, him, his)
Group Leader, Programming Systems
Oak Ridge National Laboratory
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