Data-Intensive Computing and AI/ML Applications at Scale

Contribution List

1. Informal Introductions/Registration

8/17/23, 9:00 AM

2. Introduction

Salman Habib (CPS), Venkatram Vishwanath (LCF)

8/17/23, 9:30 AM

3. AI for Chemistry and Materials

Alvaro Vazquez Mayagoitia (CPS)

8/17/23, 9:45 AM

4. Toward DMC Accuracy Across Chemical Space with Scalable Δ-QML

Anouar Benali (CPS)

8/17/23, 9:49 AM

5. Data Management, I/O, and scaling for AI

Huihuo Zheng (LCF)

8/17/23, 9:53 AM

6. Scientifically motivated LLM methods

Azton Wells (CPS)

8/17/23, 9:57 AM

14. Intro to Taylor

Taylor Childers (LCF)

8/17/23, 10:01 AM

7. Scalable diverse workloads on AI accelerators

Varuni Katti Sastry (LCF Division)

8/17/23, 10:05 AM

15. Scalable Graph Neural Networks for Mesh-Based Fluid Flow Modeling

Shivam Barwey (LCF Division)

8/17/23, 10:09 AM

16. Data services

Aditya Tanikanti (LCF)

8/17/23, 10:13 AM

8. Automatic MRI segmentation for upper limb muscles for clinical applications

Marta Garcia Martinez (CPS)

8/17/23, 10:17 AM

9. Machine Learning Potentials for Molecules and Materials

Murat Keceli (CPS)

8/17/23, 10:31 AM

10. Solving the quantum many-body problem with neural network quantum states

Alessandro Lovato (PHY & CPS Divisions)

8/17/23, 10:34 AM

13. Data-driven modeling in Cosmology

Nesar Ramachandra (CPS)

8/17/23, 10:37 AM

18. In Situ ML for HPC Simulation

Riccardo Balin (LCF)

8/17/23, 10:40 AM

19. Workflow tools for large scale job campaigns at ALCF

Christine Simpson (ALCF)

8/17/23, 10:43 AM

20. HMC with change of variables using ML and scaling up

Xiaoyong Jin (CPS)

8/17/23, 10:46 AM

21. AI/ML for generative models and acceleration of scientific workloads

Filippo Simini (LCF)

8/17/23, 10:49 AM

17. Scaling LLMs for Science and Ongoing Collaborations

Sam Foreman (LCF)

8/17/23, 10:52 AM

22. AI use cases to advance quantum computing

Yuri Alexeev (CPS)

8/17/23, 10:55 AM

23. Integrated Research Infrastructure for DOE / Brain reconstruction from electron microscopy imaging

Thomas Uram (LCF)

8/17/23, 10:59 AM

24. Interfacing cosmological simulations and observations

Patricia Larsen (CPS)

8/17/23, 11:02 AM

25. Aurora Prep and Coupling Simulations and ML

Bethany Lusch (LCF)

8/17/23, 11:06 AM

26. Coupling MPI with Dask in Situ

Amal Gueroudji (Argonne)

8/17/23, 11:09 AM

27. Scalable Learning on ALCF Systems

Corey Adams (LCF)

8/17/23, 11:12 AM

11. Open Discussion

8/17/23, 11:25 AM

12. Subgroup Discussions

8/17/23, 12:10 PM