Sunday
2:00 pm - 9:00 pm
Arrival and Check-in
6:00 pm - 7:00 pm
Dinner
7:30 pm - 7:40 pm
Introductory Comments by GRC Staff / Welcome and Introduction from the Chairs
7:40 pm - 9:30 pm
Data-Driven Computational Materials Design
Discussion Leader: William Counts (Apple, United States)
7:40 pm - 8:20 pm
Yousung Jung (Seoul National University, South Korea)
"Materials Generation and Synthesis Predictions Enabled by AI"
8:20 pm - 8:35 pm
Discussion
8:35 pm - 9:15 pm
Thomas Truskett (The University of Texas at Austin, United States)
"Illuminating Disorder: Optical Properties of Complex Plasmonic Assemblies"
9:15 pm - 9:30 pm
Discussion
Monday
7:30 am - 8:30 am
Breakfast
9:00 am - 12:30 pm
Atomistic Electronic Structure Meets Machine Learning
Discussion Leader: Qing Zhao (Northeastern University, United States)
9:00 am - 9:40 am
Felipe Jornada (Stanford University, United States)
"Uncovering Electronic, Optical, and Polaritonic Phenomena in Complex Materials with Novel Many-Body Formalisms and Scalable Algorithms"
9:40 am - 9:55 am
Discussion
9:55 am - 10:05 am
Niraj Aryal (Brookhaven National Laboratory, United States)
"Efficient Ensemble Averaging Methods to Study Electronic Structure at Finite Temperature from First Principles Calculations Using Neural Network"
10:05 am - 10:10 am
Discussion
10:10 am - 10:40 am
Coffee Break
10:40 am - 11:20 am
Tess Smidt (Massachusetts Institute of Technology, United States)
"Applications of Euclidean Neural Networks for the Understanding and Design of Atomistic Systems"
11:20 am - 11:35 am
Discussion
11:35 am - 12:15 pm
Giulia Galli (University of Chicago, United States)
"Coupling Methods to Predict Multiple Properties of Materials at the Atomistic Scale"
12:15 pm - 12:30 pm
Discussion
12:30 pm - 1:30 pm
Lunch
1:30 pm - 4:00 pm
Free Time
3:00 pm - 4:00 pm
The GRC Power Hour™
The GRC Power Hour™ is designed to address diversity and inclusion in the scientific workplace by providing a safe environment for informal and meaningful conversations amongst colleagues of all career stages. The program supports the professional growth of all members of our communities, including ethnicity, race and/or gender identity by providing an open forum for discussion and mentoring.
Organizer: Rose Cersonsky (University of Wisconsin - Madison, United States)
4:00 pm - 6:00 pm
Poster Session
6:00 pm - 7:00 pm
Dinner
7:30 pm - 9:30 pm
Mesoscale
Discussion Leader: Yunzhi Wang (The Ohio State University, United States)
7:30 pm - 8:10 pm
Peter Voorhees (Northwestern University, United States)
"Grain Growth: From Experiment to Phase Field Models"
8:10 pm - 8:30 pm
Discussion
8:30 pm - 9:10 pm
Cecilia Clementi (Freie Universität Berlin, Germany)
"Designing Molecular Models with Machine Learning and Experimental Data"
9:10 pm - 9:30 pm
Discussion
Tuesday
7:30 am - 8:30 am
Breakfast
9:00 am - 12:30 pm
Quantum-Level Modeling for Dynamic Systems
Discussion Leader: Mark Asta (University of California, Berkeley, United States)
9:00 am - 9:40 am
Nav Nidhi Rajput (Stony Brook University, United States)
"Materials Informatics for Structure-Property Relationships (MISPR) for Liquid Solutions"
9:40 am - 9:55 am
Discussion
9:55 am - 10:05 am
Bernard Field (Lawrence Berkeley National Laboratory, United States)
"Using Symmetry of Topological Defects to Find Emergent Quantum States in 2D Materials"
10:05 am - 10:10 am
Discussion
10:10 am - 10:40 am
Coffee Break
10:40 am - 11:20 am
Yuan Ping (University of Wisconsin - Madison, United States)
"First-Principles Many-Body Theory and Quantum Dynamics for Materials in Quantum Information Science"
11:20 am - 11:35 am
Discussion
11:35 am - 12:15 pm
Richard Hennig (University of Florida, United States)
"Deep Learning of the Electron-Phonon Interaction to Discover Superconductors from Small Datasets"
12:15 pm - 12:30 pm
Discussion
12:30 pm - 1:30 pm
Lunch
1:30 pm - 4:00 pm
Free Time
4:00 pm - 6:00 pm
Poster Session
6:00 pm - 7:00 pm
Dinner
7:30 pm - 9:30 pm
Integration of Computation and Experiments
Discussion Leader: Long-Qing Chen (The Pennsylvania State University, United States)
7:30 pm - 8:10 pm
Maria Chan (Argonne National Laboratory, United States)
"Interfacing Computation with Experimental Characterization"
8:10 pm - 8:30 pm
Discussion
8:30 pm - 9:10 pm
Wolfgang Windl (The Ohio State University, United States)
""Ab-Initio" Simulation of Atom Probe Tomography"
9:10 pm - 9:30 pm
Discussion
Wednesday
7:30 am - 8:30 am
Breakfast
9:00 am - 12:30 pm
Bridging Length Scales
Discussion Leader: Yaroslava Yingling (North Carolina State University, United States)
9:00 am - 9:40 am
Sanket Deshmukh (Virginia Tech, United States)
"Data-Driven Design of Water Soluble Oligosaccharides"
9:40 am - 9:55 am
Discussion
9:55 am - 10:05 am
Rose Cersonsky (University of Wisconsin - Madison, United States)
"Machine Learning at the Mesoscale: Advances in Analyzing and Coarse-Graining via Data-Driven Approaches"
10:05 am - 10:10 am
Discussion
10:10 am - 10:40 am
Group Photo / Coffee Break
10:40 am - 11:20 am
Antonia Statt (University of Illinois, United States)
"Soft Matter Self-Assembly: Coarse-Grained Molecular Dynamics and Machine Learning Approaches"
11:20 am - 11:35 am
Discussion
11:35 am - 12:15 pm
Zi-Kui Liu (Pennsylvania State University, United States)
"Quantitative Predictive Theories through Integrating Quantum, Statistical, Equilibrium, and Nonequilibrium Thermodynamics"
12:15 pm - 12:30 pm
Discussion
12:30 pm - 1:30 pm
Lunch
1:30 pm - 4:00 pm
Free Time
4:00 pm - 6:00 pm
Poster Session
6:00 pm - 7:00 pm
Dinner
7:30 pm - 9:30 pm
AI and Machine Learning in MSE: Structure-Property Relationships
Discussion Leader: Ju Li (Massachusetts Institute of Technology, United States)
7:30 pm - 8:10 pm
Abhishek Singh (Indian Institute of Science, India)
"AI-Driven Search for Structure-Property Relationships in Functional and Structural Materials"
8:10 pm - 8:30 pm
Discussion
8:30 pm - 9:10 pm
Javier Llorca (Polytechnic University of Madrid, Spain)
"Applications of Machine Learning to Discover New Materials for Engineering Applications and to Reveal Microstructure-Properties Relationships"
9:10 pm - 9:30 pm
Discussion
Thursday
7:30 am - 8:30 am
Breakfast
8:30 am - 9:00 am
Business Meeting
Nominations for the Next Vice Chair(s); Complete the GRC Evaluation Forms; Election of the Next Vice Chair(s)
9:00 am - 12:30 pm
AI and Machine Learning in MSE: Integrating AI into Computational MSE
Discussion Leader: Ananth Govind Rajan (Indian Institute of Science, India)
9:00 am - 9:40 am
Amir Barati Farimani (Carnegie Mellon University, United States)
"The Generative Pretraining Transformers (GPT) of the Material Design and Discovery"
9:40 am - 10:00 am
Discussion
10:00 am - 10:30 am
Coffee Break
10:30 am - 11:10 am
Ralf Drautz (Ruhr-University Bochum, Germany)
"Efficient Machine-Learning Potentials"
11:10 am - 11:30 am
Discussion
11:30 am - 12:10 pm
Rebecca Lindsey (University of Michigan, United States)
"Developing Sub-Microsecond Strategies for Nanocarbon Synthesis: Machine-Learning Potentials as an Enabling Tool"
12:10 pm - 12:30 pm
Discussion
12:30 pm - 1:30 pm
Lunch
1:30 pm - 4:00 pm
Free Time
4:00 pm - 6:00 pm
Poster Session
6:00 pm - 7:00 pm
Dinner
7:30 pm - 9:30 pm
Future of Computational Materials Science and Engineering
Discussion Leader: Susan Sinnott (Pennsylvania State University, United States)
7:30 pm - 8:10 pm
Vikram Gavini (University of Michigan, United States)
"Towards Large-Scale Quantum Accuracy Materials Simulations"
8:10 pm - 8:30 pm
Discussion
8:30 pm - 9:10 pm
Alexis Lewis (National Science Foundation, United States)
"Paving the Way for Future Opportunities: How the Materials Genome Initiative has Changed the Materials Community's Approach to Collaboration"
9:10 pm - 9:30 pm
Discussion
Friday
7:30 am - 8:30 am
Breakfast
9:00 am
Departure