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Workshop
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ISAV25: In Situ AI, Analysis, and Visualization
DescriptionAs HPC platforms and applications increase significantly in size, complexity, and heterogeneity, one major challenge is the widening gap between computation and our ability to gain insight from extreme-scale data and make timely, data-driven decisions. A well-known, yet challenging, approach to visual analysis, learning and processing is performing the tasks in situ, i.e., while the computed data is still resident in memory. Since 2015, ISAV has fostered a community of in situ developers, practitioners, researchers, and users of in situ methods and infrastructure, connecting industry, government laboratories, and academia across all career levels. Through presentations, discussions, and peer-reviewed proceedings of research findings, lessons learned, and early ideas, ISAV illuminates new requirements and gaps driven by science and engineering applications and fosters the application of in situ methods.
Event Type
Workshop
TimeSunday, 16 November 20259:00am - 12:30pm CST
Location242
Recordings
Partially Livestreamed
Partially Recorded
Registration Categories
TP
W
Presentations
9:00am - 9:10am CSTIntroduction by ISAV OC
Presenter
9:10am - 9:40am CST
In-Situ Visualization and Steering of Digital Twins for Particle Accelerators
Not Livestreamed
Not Recorded
9:40am - 10:10am CSTMorning Break - ISAV25
10:10am - 10:35am CSTIn-Transit Data Transport Strategies for Coupled AI-Simulation Workflow Patterns
AI, Machine Learning, & Deep Learning
Clouds & Distributed Computing
Performance Evaluation, Scalability, & Portability
Scientific & Information Visualization
10:35am - 10:45am CSTLightning Talk: Predicting Optimal Rendering Frequency for In Situ Visualization in GPU–CPU Workflows
AI, Machine Learning, & Deep Learning
Clouds & Distributed Computing
Performance Evaluation, Scalability, & Portability
Scientific & Information Visualization
10:45am - 11:10am CSTFrom Exploration to Explanation: ML-Driven Causal Discovery for Datacenter Reliability at Scale
AI, Machine Learning, & Deep Learning
Clouds & Distributed Computing
Performance Evaluation, Scalability, & Portability
Scientific & Information Visualization
11:10am - 11:20am CSTLightning Talk: Adaptive In-Situ Sampling Framework for Accelerated Online Change Point Detection in Scientific Workflows
AI, Machine Learning, & Deep Learning
Clouds & Distributed Computing
Performance Evaluation, Scalability, & Portability
Scientific & Information Visualization
11:20am - 11:45am CSTA Data-Size Adaptive Approach to I/O of Poorly Load Balanced In Situ Data Extracts
AI, Machine Learning, & Deep Learning
Clouds & Distributed Computing
Performance Evaluation, Scalability, & Portability
Scientific & Information Visualization
11:45am - 11:55am CSTLightning Talk: Differentiable In-Situ Diagnostics for Particle Accelerator Digital Twins
AI, Machine Learning, & Deep Learning
Clouds & Distributed Computing
Performance Evaluation, Scalability, & Portability
Scientific & Information Visualization
11:55am - 12:10pm CSTBest Paper Award and Closing Thoughts
Presenter