Scheduled presentations:

• Interaction-Based Deep Material Network Architecture for Damage Multi-Scale Simulations
  *L. Wu (University of Liege), L. Noels (University of Liege)
• Variational Deep Material Network: Efficient Extrapolation of Homogenized Material Properties with Uncertainty
  *A. Robertson (Sandia National Laboratories), D. Shin (POSTECH), A. Lenau (Sandia National Laboratories), R. Lebensohn (Los Alamos National Laboratories), R. Dingreville (Sandia National Laboratories)
• Orientation-aware interaction-based deep material network for polycrystalline materials with diverse microstructures
  *T. Wei (National Taiwan University), W. Wan (National Taiwan University), C. Chen (National Taiwan University)
• Investigating Deep Material Networks as Representative Microstructures for the Mechanical Behavior of Composites.
  *A. Lenau (Sandia National Laboratories), A. Robertson (Sandia National Laboratories), D. Shin (Pohang University of Science and Technology), R. Lebensohn (Los Alamos National Laboratory), R. Dingreville (Sandia National Laboratories)
• An Orientation-aware Interaction-based Deep Material Network Surrogate Model for Efficient Multiscale Simulation of Carbon-Reinforced Concrete
  *S. Lu (National Taiwan University), T. Wei (National Taiwan University), A. Khedkar (Technische Universität Dresden), M. Kaliske (Technische Universität Dresden), C. Chen (National Taiwan University)
• Strengthening Deep Material Networks with Offline Training Using Local Field Data
  *D. Shin (POSTECH), R. Lebensohn (Los Alamos National Laboratory), R. Dingreville (Sandia National Laboratories)