Data-Intensive Computing and AI/ML Applications at Scale
Thursday, August 17, 2023 -
9:00 AM
Monday, August 14, 2023
Tuesday, August 15, 2023
Wednesday, August 16, 2023
Thursday, August 17, 2023
9:00 AM
Informal Introductions/Registration
Informal Introductions/Registration
9:00 AM - 9:30 AM
Room: Room 1501
9:30 AM
Introduction
-
Salman Habib
(
CPS
)
Venkatram Vishwanath
(
LCF
)
Introduction
Salman Habib
(
CPS
)
Venkatram Vishwanath
(
LCF
)
9:30 AM - 9:45 AM
Room: Room 1501
9:45 AM
AI for Chemistry and Materials
-
Alvaro Vazquez Mayagoitia
(
CPS
)
AI for Chemistry and Materials
Alvaro Vazquez Mayagoitia
(
CPS
)
9:45 AM - 9:49 AM
Room: Room 1501
9:49 AM
Toward DMC Accuracy Across Chemical Space with Scalable Δ-QML
-
Anouar Benali
(
CPS
)
Toward DMC Accuracy Across Chemical Space with Scalable Δ-QML
Anouar Benali
(
CPS
)
9:49 AM - 9:53 AM
Room: Room 1501
9:53 AM
Data Management, I/O, and scaling for AI
-
Huihuo Zheng
(
LCF
)
Data Management, I/O, and scaling for AI
Huihuo Zheng
(
LCF
)
9:53 AM - 9:57 AM
Room: Room 1501
9:57 AM
Scientifically motivated LLM methods
-
Azton Wells
(
CPS
)
Scientifically motivated LLM methods
Azton Wells
(
CPS
)
9:57 AM - 10:01 AM
Room: Room 1501
10:01 AM
Intro to Taylor
-
Taylor Childers
(
LCF
)
Intro to Taylor
Taylor Childers
(
LCF
)
10:01 AM - 10:05 AM
Room: Room 1501
10:05 AM
Scalable diverse workloads on AI accelerators
-
Varuni Katti Sastry
(
LCF Division
)
Scalable diverse workloads on AI accelerators
Varuni Katti Sastry
(
LCF Division
)
10:05 AM - 10:09 AM
Room: Room 1501
10:09 AM
Scalable Graph Neural Networks for Mesh-Based Fluid Flow Modeling
-
Shivam Barwey
(
LCF Division
)
Scalable Graph Neural Networks for Mesh-Based Fluid Flow Modeling
Shivam Barwey
(
LCF Division
)
10:09 AM - 10:13 AM
Room: Room 1501
10:13 AM
Data services
-
Aditya Tanikanti
(
LCF
)
Data services
Aditya Tanikanti
(
LCF
)
10:13 AM - 10:17 AM
Room: Room 1501
10:17 AM
Automatic MRI segmentation for upper limb muscles for clinical applications
-
Marta Garcia Martinez
(
CPS
)
Automatic MRI segmentation for upper limb muscles for clinical applications
Marta Garcia Martinez
(
CPS
)
10:17 AM - 10:21 AM
Room: Room 1501
10:21 AM
Coffee Break
Coffee Break
10:21 AM - 10:31 AM
Room: Room 1501
10:31 AM
Machine Learning Potentials for Molecules and Materials
-
Murat Keceli
(
CPS
)
Machine Learning Potentials for Molecules and Materials
Murat Keceli
(
CPS
)
10:31 AM - 10:34 AM
Room: Room 1501
10:34 AM
Solving the quantum many-body problem with neural network quantum states
-
Alessandro Lovato
(
PHY & CPS Divisions
)
Solving the quantum many-body problem with neural network quantum states
Alessandro Lovato
(
PHY & CPS Divisions
)
10:34 AM - 10:37 AM
Room: Room 1501
10:37 AM
Data-driven modeling in Cosmology
-
Nesar Ramachandra
(
CPS
)
Data-driven modeling in Cosmology
Nesar Ramachandra
(
CPS
)
10:37 AM - 10:40 AM
Room: Room 1501
10:40 AM
In Situ ML for HPC Simulation
-
Riccardo Balin
(
LCF
)
In Situ ML for HPC Simulation
Riccardo Balin
(
LCF
)
10:40 AM - 10:43 AM
Room: Room 1501
10:43 AM
Workflow tools for large scale job campaigns at ALCF
-
Christine Simpson
(
ALCF
)
Workflow tools for large scale job campaigns at ALCF
Christine Simpson
(
ALCF
)
10:43 AM - 10:46 AM
Room: Room 1501
10:46 AM
HMC with change of variables using ML and scaling up
-
Xiaoyong Jin
(
CPS
)
HMC with change of variables using ML and scaling up
Xiaoyong Jin
(
CPS
)
10:46 AM - 10:49 AM
Room: Room 1501
10:49 AM
AI/ML for generative models and acceleration of scientific workloads
-
Filippo Simini
(
LCF
)
AI/ML for generative models and acceleration of scientific workloads
Filippo Simini
(
LCF
)
10:49 AM - 10:52 AM
Room: Room 1501
10:52 AM
Scaling LLMs for Science and Ongoing Collaborations
-
Sam Foreman
(
LCF
)
Scaling LLMs for Science and Ongoing Collaborations
Sam Foreman
(
LCF
)
10:52 AM - 10:55 AM
Room: Room 1501
10:55 AM
AI use cases to advance quantum computing
-
Yuri Alexeev
(
CPS
)
AI use cases to advance quantum computing
Yuri Alexeev
(
CPS
)
10:55 AM - 10:59 AM
Room: Room 1501
10:59 AM
Integrated Research Infrastructure for DOE / Brain reconstruction from electron microscopy imaging
-
Thomas Uram
(
LCF
)
Integrated Research Infrastructure for DOE / Brain reconstruction from electron microscopy imaging
Thomas Uram
(
LCF
)
10:59 AM - 11:02 AM
Room: Room 1501
11:02 AM
Interfacing cosmological simulations and observations
-
Patricia Larsen
(
CPS
)
Interfacing cosmological simulations and observations
Patricia Larsen
(
CPS
)
11:02 AM - 11:06 AM
Room: Room 1501
11:06 AM
Aurora Prep and Coupling Simulations and ML
-
Bethany Lusch
(
LCF
)
Aurora Prep and Coupling Simulations and ML
Bethany Lusch
(
LCF
)
11:06 AM - 11:09 AM
Room: Room 1501
11:09 AM
Coupling MPI with Dask in Situ
-
Amal Gueroudji
(
Argonne
)
Coupling MPI with Dask in Situ
Amal Gueroudji
(
Argonne
)
11:09 AM - 11:12 AM
Room: Room 1501
11:12 AM
Scalable Learning on ALCF Systems
-
Corey Adams
(
LCF
)
Scalable Learning on ALCF Systems
Corey Adams
(
LCF
)
11:12 AM - 11:15 AM
Room: Room 1501
11:15 AM
Coffee Break
Coffee Break
11:15 AM - 11:25 AM
Room: Room 1501
11:25 AM
Open Discussion
Open Discussion
11:25 AM - 12:00 PM
Room: Room 1501
12:00 PM
Working Lunch, Collect boxed lunches
Working Lunch, Collect boxed lunches
12:00 PM - 12:10 PM
Room: Room 1501
12:10 PM
Subgroup Discussions
Subgroup Discussions
12:10 PM - 1:00 PM
Room: Room 1501