Session
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ISAV25: In Situ AI, Analysis, and Visualization
Session Chairs
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
Partially Livestreamed
Partially Recorded
TP
W
Presentations
| 9:00am - 9:10am CST | Introduction by ISAV OC Presenter | |
| 9:10am - 9:40am CST |
In-Situ Visualization and Steering of Digital Twins for Particle Accelerators Presenter | |
| 9:40am - 10:10am CST | Morning Break - ISAV25 | |
| 10:10am - 10:35am CST | In-Transit Data Transport Strategies for Coupled AI-Simulation Workflow Patterns | |
| 10:35am - 10:45am CST | Lightning Talk: Predicting Optimal Rendering Frequency for In Situ Visualization in GPU–CPU Workflows | |
| 10:45am - 11:10am CST | From Exploration to Explanation: ML-Driven Causal Discovery for Datacenter Reliability at Scale | |
| 11:10am - 11:20am CST | Lightning Talk: Adaptive In-Situ Sampling Framework for Accelerated Online Change Point Detection in Scientific Workflows | |
| 11:20am - 11:45am CST | A Data-Size Adaptive Approach to I/O of Poorly Load Balanced In Situ Data Extracts | |
| 11:45am - 11:55am CST | Lightning Talk: Differentiable In-Situ Diagnostics for Particle Accelerator Digital Twins | |
| 11:55am - 12:10pm CST | Best Paper Award and Closing Thoughts Presenter |
