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Saurabh Deshpande
Saurabh Deshpande
Birla AI Labs
Verified email at alumni.iitm.ac.in - Homepage
Title
Cited by
Cited by
Year
Probabilistic deep learning for real-time large deformation simulations
S Deshpande, J Lengiewicz, S Bordas
Computer Methods in Applied Mechanics and Engineering 398 (0045-7825), 115307, 2022
832022
MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations
S Deshpande, S Bordas, J Lengiewicz
Engineering Applications of Artificial Intelligence 133, 108055, 2024
682024
Convolution, aggregation and attention based deep neural networks for accelerating simulations in mechanics
S Deshpande, RI Sosa, S Bordas, J Lengiewicz
Frontiers in Materials 10 (2296-8016), 2023
272023
Gaussian process regression+ deep neural network autoencoder for probabilistic surrogate modeling in nonlinear mechanics of solids
S Deshpande, H Rappel, M Hobbs, SPA Bordas, J Lengiewicz
Computer Methods in Applied Mechanics and Engineering 437, 117790, 2025
242025
Advances and applications in inverse reinforcement learning: a comprehensive review
S Deshpande, R Walambe, K Kotecha, G Selvachandran, A Abraham
Neural Computing and Applications, 1-53, 2025
82025
Data Driven Surrogate Frameworks for Computational Mechanics: Bayesian and Geometric Deep Learning Approaches
S DESHPANDE
Unilu-University of Luxembourg [Faculty of Science, Technology and Medicine …, 2023
42023
Graph Representation Learning Strategies for Omics Data: A Case Study on Parkinson's Disease
EG de Lope, S Deshpande, RV Torné, P Liò, E Glaab, S Bordas
arXiv preprint arXiv:2406.14442, 2024
32024
Towards real-time patient-specific breast simulations: from full-field information to surrogate model
A Mazier, T Lavigne, J Lengiewicz, S Deshpande, S Urcun, S Bordas
9th World Congress of Biomechanics, 2022
32022
Policy Optimization Prefers The Path of Least Resistance
D Sanyal, AS Sharma, D Kumar, S Deshpande, M Mandal
arXiv preprint arXiv:2510.21853, 2025
12025
Confidence is Not Competence
D Sanyal, M Pandey, D Kumar, S Deshpande, M Mandal
arXiv preprint arXiv:2510.24772, 2025
2025
time2time: Causal Intervention in Hidden States to Simulate Rare Events in Time Series Foundation Models
D Sanyal, A Nagpal, D Kumar, M Mandal, S Deshpande
NeurIPS 2025 : Recent Advances in Time Series Foundation Models (BERT2S …, 2025
2025
Graph Representation Learning Strategies for Omics Data: A Case Study on Parkinson's Disease
E Gómez de Lope, S Deshpande, R Viñas Torné, P Liò, E Glaab, ...
arXiv e-prints, arXiv: 2406.14442, 2024
2024
Novel Geometric Deep Learning Surrogate Framework for Non-Linear Finite Element Simulations
S Deshpande, J Lengiewicz, S Bordas
The Platform for Advanced Scientific Computing (PASC23), 2023
2023
MAgNET: A Graph U-Net Architecture for Mesh-Based Simulations [Supplementary data]
S Deshpande, S Bordas, J Lengiewicz
Zenodo, 2023
2023
Novel deep learning approaches for learning scientific simulations
S Deshpande, RI Sosa, S Bordas, J Lengiewicz
The 14th International Conference of Computational Methods (ICCM), 2023
2023
Convolution, aggregation and attention based deep neural networks for accelerating simulations in mechanics [Dataset]
S Deshpande, RI Sosa, S Bordas, J Lengiewicz
Zenodo, 2023
2023
Real-Time Large Deformation Simulations Using Probabilistic Deep Learning Framework
S Deshpande, J Lengiewicz, S Bordas
The Platform for Advanced Scientific Computing (PASC22), 2022
2022
Real Time Hyper-elastic Simulations with Probabilistic Deep Learning
S Deshpande, J Lengiewicz, S BORDAS
15th World Congress on Computational Mechanics (WCCM-XV), 2022
2022
Real-time large deformations: A probabilistic deep learning approach
S Deshpande, J Lengiewicz, S BORDAS
The 8th European Congress on Computational Methods in Applied Sciences and …, 2022
2022
Efficient Meta-modelling for the simulation of soft tissue deformations
P Kerfriden, S Deshpande, E Mikaeili
https://zenodo.org/record/4470106, 2021
2021
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Articles 1–20