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Shashank Subramanian
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Identifying the best machine learning algorithms for brain tumor segmentation, progression assessment, and overall survival prediction in the BRATS challenge
S Bakas, M Reyes, A Jakab, S Bauer, M Rempfler, A Crimi, RT Shinohara, ...
arXiv preprint arXiv:1811.02629, 2018
20672018
Fourcastnet: A global data-driven high-resolution weather model using adaptive fourier neural operators
J Pathak, S Subramanian, P Harrington, S Raja, A Chattopadhyay, ...
arXiv preprint arXiv:2202.11214, 2022
6212022
Fourcastnet: Accelerating global high-resolution weather forecasting using adaptive fourier neural operators
T Kurth, S Subramanian, P Harrington, J Pathak, M Mardani, D Hall, ...
Proceedings of the platform for advanced scientific computing conference, 1-11, 2023
1422023
A novel domain adaptation framework for medical image segmentation
A Gholami, S Subramanian, V Shenoy, N Himthani, X Yue, S Zhao, P Jin, ...
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2019
712019
Fourcastnet: A global data-driven high-resolution weather model using adaptive fourier neural operators, arXiv
J Pathak, S Subramanian, P Harrington, S Raja, A Chattopadhyay, ...
arXiv preprint arXiv:2202.11214, 2022
682022
Integrated biophysical modeling and image analysis: application to neuro-oncology
A Mang, S Bakas, S Subramanian, C Davatzikos, G Biros
Annual review of biomedical engineering 22 (1), 309-341, 2020
572020
Towards foundation models for scientific machine learning: Characterizing scaling and transfer behavior
S Subramanian, P Harrington, K Keutzer, W Bhimji, D Morozov, ...
Advances in Neural Information Processing Systems 36, 2024
482024
Simulation of glioblastoma growth using a 3D multispecies tumor model with mass effect
S Subramanian, A Gholami, G Biros
Journal of mathematical biology 79, 941-967, 2019
432019
Where did the tumor start? An inverse solver with sparse localization for tumor growth models
S Subramanian, K Scheufele, M Mehl, G Biros
Inverse problems 36 (4), 045006, 2020
422020
Adaptive self-supervision algorithms for physics-informed neural networks
S Subramanian, RM Kirby, MW Mahoney, A Gholami
ECAI 2023, 2234-2241, 2023
402023
Quantitative in vivo imaging to enable tumour forecasting and treatment optimization
G Lorenzo, DA Hormuth II, AM Jarrett, EABF Lima, S Subramanian, ...
Cancer, complexity, computation, 55-97, 2022
322022
Fully automatic calibration of tumor-growth models using a single mpMRI scan
K Scheufele, S Subramanian, G Biros
IEEE transactions on medical imaging 40 (1), 193-204, 2020
312020
Multiatlas calibration of biophysical brain tumor growth models with mass effect
S Subramanian, K Scheufele, N Himthani, G Biros
Medical Image Computing and Computer Assisted Intervention–MICCAI 2020: 23rd …, 2020
252020
Ensemble inversion for brain tumor growth models with mass effect
S Subramanian, A Ghafouri, KM Scheufele, N Himthani, C Davatzikos, ...
IEEE transactions on medical imaging 42 (4), 982-995, 2022
192022
Image-driven biophysical tumor growth model calibration
K Scheufele, S Subramanian, A Mang, G Biros, M Mehl
SIAM journal on scientific computing: a publication of the Society for …, 2020
192020
SIBIA-GlS: Scalable biophysics-based image analysis for glioma segmentation
A Mang, S Tharakan, A Gholami, N Nimthani, S Subramanian, J Levitt, ...
Proc BraTS 2017 Workshop, 197-204, 2017
112017
Superbench: A super-resolution benchmark dataset for scientific machine learning
P Ren, NB Erichson, S Subramanian, O San, Z Lukic, MW Mahoney
arXiv preprint arXiv:2306.14070, 2023
102023
Towards stability of autoregressive neural operators
M McCabe, P Harrington, S Subramanian, J Brown
arXiv preprint arXiv:2306.10619, 2023
82023
Estimating glioblastoma biophysical growth parameters using deep learning regression
S Pati, V Sharma, H Aslam, SP Thakur, H Akbari, A Mang, S Subramanian, ...
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2021
72021
Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning
W Chen, J Song, P Ren, S Subramanian, D Morozov, MW Mahoney
arXiv preprint arXiv:2402.15734, 2024
62024
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