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AI4S: 6th Workshop on Artificial Intelligence and Machine Learning for Scientific Applications
DescriptionArtificial intelligence (AI) is a game-changing technology that has shown tremendous advantages and improvements in algorithms, implementations, and applications. We have seen many successful stories of AI-enhanced scientific applications. Recently, advances in generative AI have revolutionized not just science but the entire society. However, there are a number of problems remaining to be studied to sustain AI in scientific applications in the long term, bridge the gap between AI and scientific applications, and enable wider employment of AI in HPC. The purpose of this workshop is to bring together computer and domain scientists from academia, government, and industry to share recent advances in the use of AI in scientific applications, introduce new scientific problems to the community, and stimulate tools and infrastructures to support AI-enhanced science. The workshop will be organized as plenary talks based on peer-reviewed paper submissions, accompanied by keynotes from distinguished researchers and a panel discussion.
Presentations
9:00am - 10:00am CSTInvited Talk-1
Presenter
10:00am - 10:30am CSTMorning Break - AI4S: 6th Workshop on Artificial Intelligence and Machine Learning for Scientific Applications
10:30am - 10:50am CSTLangChain-Parsl: Connect Large Language Model Agents to High Performance Computing Resource
10:50am - 11:10am CSTGuiding Application Users via Estimation of Computational Resources for Massively Parallel Chemistry Computations
11:10am - 11:30am CSTA Query Engine for Scientific Data Exploration using Theory, Simulation, and Artificial Intelligence Models
11:30am - 11:50am CSTInferCT: An Efficient and Generalizable Framework to Enable 3D Machine Learning for Computed Tomography
11:50am - 12:10pm CSTROSE: RADICAL Orchestrator for Surrogate Exploration
12:10pm - 12:30pm CSTClassification of Three-dimensional Electron Diffraction Data with a Large Language Model
12:30pm - 2:00pm CSTLunch break (on your own)
2:00pm - 3:00pm CSTInvited Talk-2
Presenter
3:00pm - 3:30pm CSTAfternoon Break - AI4S: 6th Workshop on Artificial Intelligence and Machine Learning for Scientific Applications
3:30pm - 3:50pm CSTFIRST: Federated Inference Resource Scheduling Toolkit for Scientific AI Model Access
3:50pm - 4:10pm CSTIntelligent Sampling of Extreme-Scale Turbulence Datasets for Accurate and Efficient Spatiotemporal Model Training
4:10pm - 4:30pm CSTInferA: A Smart Assistant for Cosmological Ensemble Data
4:30pm - 4:50pm CSTInverse Design for Generating Initial Conditions in Scientific Simulations
4:50pm - 5:10pm CSTCompute4Biology: Taking Stock of High Performance Computing Needs for Foundation Models in Biological Sciences
5:10pm - 5:30pm CSTApplying Surrogate Modeling to Decouple Data Collection and Analysis from Simulation for Accelerated In-Situ Analysis
Author/Presenters