Ethan Herron

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Soumik SarkarDirector, Translational AI Center, Professor, Iowa State UniversityVerified email at iastate.edu
Aditya BaluIowa State UniversityVerified email at iastate.edu
Adarsh KrishnamurthyIowa State UniversityVerified email at iastate.edu
Jaydeep RadePhD student, Iowa State UniversityVerified email at iastate.edu
Baskar GanapathysubramanianNSF/USDA AI Institute, Iowa State UniversityVerified email at iastate.edu
Chinmay HegdeNew York UniversityVerified email at nyu.edu
Anushrut JignasuGraduate Student, Iowa State UniversityVerified email at iastate.edu
Zhanhong JiangScientist at TrACVerified email at iastate.edu
Rishikesh RanadeSenior Engineer - Physics ML, NVIDIAVerified email at nvidia.com
Jay P. PathakSr. Director, Software Development, Ansys IncVerified email at ansys.com
Sin Yong TanAI Specialist at Musco Sports Lighting, LLCVerified email at musco.com
Yasaman EsfandiariHRL LaboratoriesVerified email at hrl.com
Ashton CorpuzPhD Student, Iowa State UniversityVerified email at iastate.edu
James AffulLawrence Livermore National LaboratoryVerified email at llnl.gov
Talukder Zaki JuberyAssistant Scientist, Iowa State UniversityVerified email at iastate.edu
Dhruv GamdhaIowa State University, Ames, IowaVerified email at iastate.edu
Bella. CH YangIowa State UniversityVerified email at iastate.edu
Biswajit KharaIowa State UniversityVerified email at iastate.edu
Kumar SaurabhNASA Ames Research CenterVerified email at nasa.gov
Balaji S Sarath PokuriIowa State UniversityVerified email at iastate.edu

Ethan Herron

Graduate Student, Iowa State University

Verified email at iastate.edu

Deep Learning


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Cross-gradient aggregation for decentralized learning from non-iid data Y Esfandiari, SY Tan, Z Jiang, A Balu, E Herron, C Hegde, S Sarkar International Conference on Machine Learning, 3036-3046, 2021	54	2021
Algorithmically-consistent deep learning frameworks for structural topology optimization J Rade, A Balu, E Herron, J Pathak, R Ranade, S Sarkar, A Krishnamurthy Engineering Applications of Artificial Intelligence 106, 104483, 2021	48	2021
Physics-consistent deep learning for structural topology optimization J Rade, A Balu, E Herron, J Pathak, R Ranade, S Sarkar, A Krishnamurthy CoRR, 2020	9	2020
Deep learning-based 3D multigrid topology optimization of manufacturable designs J Rade, A Jignasu, E Herron, A Corpuz, B Ganapathysubramanian, ... Engineering Applications of Artificial Intelligence 126, 107033, 2023	8	2023
Latent diffusion models for structural component design E Herron, J Rade, A Jignasu, B Ganapathysubramanian, A Balu, S Sarkar, ... Computer-Aided Design 171, 103707, 2024	7	2024
Plant geometry reconstruction from field data using neural radiance fields A Jignasu, E Herron, TZ Jubery, J Afful, A Balu, B Ganapathysubramanian, ... 2nd AAAI Workshop on AI for Agriculture and Food Systems, 2023	7	2023
Neural pde solvers for irregular domains B Khara, E Herron, A Balu, D Gamdha, CH Yang, K Saurabh, A Jignasu, ... Computer-Aided Design 172, 103709, 2024	6	2024
Generative design of material microstructures for organic solar cells using diffusion models E Herron, XY Lee, A Balu, BSS Pokuri, B Ganapathysubramanian, ... AI for Accelerated Materials Design NeurIPS 2022 Workshop, 2022	3	2022
Multigrid Distributed Deep CNNs for Structural Topology Optimization J Rade, A Balu, E Herron, A Jignasu, S Botelho, S Adavani, S Sarkar, ... AAAI 2022 Workshop on AI for Design and Manufacturing (ADAM), 2021	1	2021
Fast Unsupervised Generative Design for Structural Topology Optimization E Herron, A Jignasu, J Rade, XY Lee, A Balu, A Krishnamurthy, S Sarkar AAAI 2022 Workshop on AI for Design and Manufacturing (ADAM), 2021	1	2021
MPFBench: A Large Scale Dataset for SciML of Multi-Phase-Flows: Droplet and Bubble Dynamics M Shadkhah, R Tali, A Rabeh, E Herron, CH Yang, A Upadhyaya, ... arXiv preprint arXiv:2502.07080, 2025		2025
Geometry Matters: Benchmarking Scientific ML Approaches for Flow Prediction around Complex Geometries A Rabeh, E Herron, A Balu, S Sarkar, C Hegde, A Krishnamurthy, ... arXiv preprint arXiv:2501.01453, 2024		2024
STITCH: Surface reconstrucTion using Implicit neural representations with Topology Constraints and persistent Homology A Jignasu, E Herron, Z Jiang, S Sarkar, C Hegde, ... arXiv preprint arXiv:2412.18696, 2024		2024
3D Reconstruction of Protein Structures from Multi-view AFM Images using Neural Radiance Fields (NeRFs) J Rade, E Herron, S Sarkar, A Sarkar, A Krishnamurthy Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024		2024
3D Multiphase Heterogeneous Microstructure Generation Using Conditional Latent Diffusion Models N Baishnab, E Herron, A Balu, S Sarkar, A Krishnamurthy, ...

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