Publications

Publications by Aditya Balu in reverse chronological order. For the most up-to-date list, visit Google Scholar.

Selected Publications

Here are some of my selected publications. For a complete list, please refer to my Google Scholar profile.

2024

  1. DIMAT: Decentralized Iterative Merging-and-Training for Deep Learning Models
    N. Saadati, M. Pham, N. Saleem, J.R. Waite, A. Balu, Z. Jiang, C. Hegde, S. Sarkar
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 27517-27527, 2024.

  2. Evaluating Neural Radiance Fields (NeRFs) for 3D Plant Geometry Reconstruction in Field Conditions
    M.A. Arshad, T. Jubery, J. Afful, A. Jignasu, A. Balu, B. Ganapathysubramanian, S. Sarkar, A. Krishnamurthy
    Plant Phenomics, 6(0235), 1-17, 2024.

  3. Latent Diffusion Models for Structural Component Design
    E. Herron, J. Rade, A. Jignasu, B. Ganapathysubramanian, A. Balu, S. Sarkar, A. Krishnamurthy
    Computer-Aided Design, 171, 103707, 2024.

  4. NeuFENet: Neural Finite Element Solutions with Theoretical Bounds for Parametric PDEs
    B. Khara, A. Balu, A. Joshi, S. Sarkar, C. Hegde, A. Krishnamurthy, B. Ganapathysubramanian
    Engineering with Computers, 1-23, 2024.

  5. Neural PDE Solvers for Irregular Domains
    B. Khara, E. Herron, Z. Jiang, A. Balu, C.H. Yang, K. Saurabh, A. Jignasu, S. Sarkar, C. Hegde, B. Ganapathysubramanian, A. Krishnamurthy
    Computer-Aided Design, 172, 103709, 2024.

2023

  1. Deep Learning-Based 3D Multigrid Topology Optimization of Manufacturable Designs
    J. Rade, A. Jignasu, E. Herron, A. Corpuz, B. Ganapathysubramanian, S. Sarkar, A. Balu, A. Krishnamurthy
    Engineering Applications of Artificial Intelligence, 2023.

  2. Direct Immersogeometric Fluid Flow and Heat Transfer Analysis of Objects Represented by Point Clouds
    A. Balu, M.R. Rajanna, J. Khristy, F. Xu, A. Krishnamurthy, M.C. Hsu
    Computer Methods in Applied Mechanics and Engineering, 404(115742), 2023.

  3. 3D Reconstruction of Plants Using Probabilistic Voxel Carving
    J. Feng, M. Saadati, T. Jubery, A. Jignasu, A. Balu, Y. Li, L. Attigala, P. Schnable, S. Sarkar, B. Ganapathysubramanian, A. Krishnamurthy
    Computers and Electronics in Agriculture, 213, 108248, 2023.

  4. Direct Flow Simulation of Objects Represented by Point Clouds
    M.C. Hsu, A. Balu
    Frontiers in Computational Fluid-Structure Interaction and Flow Simulation: Research from Lead Investigators Under Forty-2023, 119-153, 2023.

2022

  1. MDPGT: Momentum-Based Decentralized Policy Gradient Tracking
    Z. Jiang, X.Y. Lee, S.Y. Tan, K.L. Tan, A. Balu, Y.M. Lee, C. Hegde, S. Sarkar
    Proceeding of AAAI Conference on Artificial Intelligence, 2022.

2021

  1. Differentiable Spline Approximations
    M. Cho, A. Balu, A. Joshi, A.D. Prasad, B. Khara, S. Sarkar, B. Ganapathysubramanian, A. Krishnamurthy, C. Hegde
    Proceedings of the Neural Information Processing Systems, 2021.

  2. Cross-Gradient Aggregation for Decentralized Learning from Non-IID Data
    Y. Esfandiari, S.Y. Tan, Z. Jiang, A. Balu, E. Herron, C. Hegde, S. Sarkar
    Proceedings of the 38th International Conference on Machine Learning, 3036-3046, 2021.

  3. A Machine Learning Framework for Decision Support in Design and Manufacturing
    A. Balu, S. Ghadai, G. Young, S. Sarkar, A. Krishnamurthy
    Advances in Computing and Information in Engineering (ACIER), 2, 479-498, 2021.

Full Publication List

For a complete list of publications, please visit my Google Scholar profile.