Where Grounding Ends: Boundary-Aware Reasoning for Biological Perturbation Prediction

D. H. Kwark, S. Luo, Jaewan Park, K. Wang, A. Abdrabou, A. A. Khan, Volodymyr Kindratenko

A Systematic Study of Attention in Data-Driven and Physics-Informed Deep Operator Networks for Thermal and Fluid Transport

Amar Alem Koric, Qibang Liu, Samrendra Roy, Jaewan Park, Kazuma Kobayashi, Seid Koric, Diab W. Abueidda, Syed Bahauddin Alam

FlowMesh: Deterministic Generative Transport of Physical Fields on Unstructured Meshes

Siddharth Verma, Jaewan Park, Jay Phil Yoo, Kazuma Kobayashi, Souvik Chakraborty, Syed Bahauddin Alam

[ NeurIPS ] Independent Latents, Robust Neural Operators

Jay Phil Yoo, Kazuma Kobayashi, Jaewan Park, Sai Puppala, Souvik Chakraborty, Syed Bahauddin Alam

[ SC26 — AI4S ] Stabilizing Autoregressive PDE Foundation Model Rollouts with Event-Triggered Context Healing

Jaewan Park, Jay Phil Yoo, Kazuma Kobayashi, Seid Koric, Syed Bahauddin Alam, Iwona Jasiuk, Souvik Chakraborty, Diab W. Abueidda

[ Nature Communications ] Virtual Sensing to Enable Real-Time Monitoring of Inaccessible Locations & Unmeasurable Parameters

Kazuma Kobayashi, Farid Ahmed, Jaewan Park, Subhankar Sarkar, Seid Koric, Souvik Chakraborty, Syed Bahauddin Alam

[ Communications Engineering ] Network architecture follows coupling in multiphysics systems: single vs. multiple branches in DeepONet and S-DeepONet

Jaewan Park^*, Kazuma Kobayashi^*, Qibang Liu, Diab Abueidda, Seid Koric, Syed Bahauddin Alam

[ International Journal of Plasticity ] Sequential deep operator neural networks for plastic and thermo-viscoplastic transient material behavior

Jaewan Park, Kazuma Kobayashi, Qibang Liu, Amar Alem Koric, Diab W. Abueidda, Syed Bahauddin Alam, Seid Koric

[ npj Artificial Intelligence ] Learning What the Operator Misses: Residual Operator-Diffusion for Spatiotemporal PDE Solution Predictions

Jaewan Park, Farid Ahmed, Kazuma Kobayashi, Seid Koric, Syed Bahauddin Alam, Iwona Jasiuk, Diab Abueidda

[ Engineering Applications of Artificial Intelligence ] Nonlinear inverse design of mechanical multi-material metamaterials enabled by video denoising diffusion and structure identifier

Jaewan Park, Shashank Kushwaha, Junyan He, Seid Koric, Qibang Liu, Iwona Jasiuk, Diab Abueidda

[ Acta Mechanica ] Predictions of transient vector solution fields with sequential deep operator network

Junyan He, Shashank Kushwaha, Jaewan Park, Seid Koric, Diab Abueidda, Iwona Jasiuk

[ Additive Manufacturing ] Advanced deep operator networks to predict multiphysics solution fields in materials processing and additive manufacturing

Shashank Kushwaha^*, Jaewan Park^*, Seid Koric, Junyan He, Iwona Jasiuk, Diab Abueidda

[ Engineering Applications of Artificial Intelligence ] Sequential Deep Operator Networks (S-DeepONet) for predicting full-field solutions under time-dependent loads

Junyan He, Shashank Kushwaha, Jaewan Park, Seid Koric, Diab Abueidda, Iwona Jasiuk

[ Computer Methods in Applied Mechanics and Engineering ] Novel DeepONet architecture to predict stresses in elastoplastic structures with variable complex geometries and loads

Junyan He, Seid Koric, Shashank Kushwaha, Jaewan Park, Diab Abueidda, Iwona Jasiuk