Papers also available on Google Scholar.
2025
Jason Poh, Ashwin Samudre, Aleksandra Ćiprijanović, Joshua A. Frieman, Gourav Khullar, Brian D. Nord. Deep inference of simulated strong lenses in ground-based surveys. Journal of Cosmology and Astroparticle Physics, 2025(05), 053. [Paper]
Ashwin Samudre, Mircea Petrache, Brian D. Nord, Shubhendu Trivedi. Symmetry-Based Structured Matrices for Efficient Approximately Equivariant Networks. International Conference on Artificial Intelligence and Statistics (AISTATS), 2025. [Paper]
2024
Ashwin Samudre, Guang Gao, Ben Cardoen, Bhavesh Joshi, Ivan Robert Nabi, Ghassan Hamarneh. nERdy: network analysis of endoplasmic reticulum dynamics. Communications Biology, 2024. [Paper]
2023
Maxime Darrin*, Ashwin Samudre*, Maxime Sahun, Scott Atwell, Catherine Badens, Anne Charrier, Emmanuèle Helfer, Annie Viallat, Vincent Cohen-Addad, Sophie Giffard-Roisin. Classification of red cell dynamics with convolutional and recurrent neural networks: a sickle cell disease case study. Scientific Reports 13(1), 745, 2023. [Paper]
*equal contribution
2022
Jason Poh, Ashwin Samudre, Aleksandra Ćiprijanović, Brian D. Nord, Gourav Khullar, Dimitrios Tanoglidis, Joshua A. Frieman. Strong Lensing Parameter Estimation on Ground-Based Imaging Data Using Simulation-Based Inference. NeurIPS 2022 Workshop on Machine Learning and the Physical Sciences. [Paper]
2021
Ashwin Samudre, Lijo George, Mahak Bansal, Yogesh Wadadekar. Data-Efficient Classification of Radio Galaxies. Monthly Notices of the Royal Astronomical Society 509(2), 2269–2280, 2021. [Paper]
2020
Ashwin Samudre, Linus Magnusson, Pedro Maciel. Exploration of Deep Learning techniques to detect and track Tropical Cyclones. Climate Informatics 2020. [Extended Abstract]
Nikita Moriakov, Ashwin Samudre, Michela Negro, Fabian Gieseke, Sydney Otten, Luc Hendriks. Inferring astrophysical X-ray polarization with deep learning. ICLR 2020 Workshop on Fundamental Science in the Era of AI. [Paper]
2019
Chinmay Ingle, Ashwin Samudre, Param Bhavsar, Pujashree Vidap. Audit and Compliance in Service Management using Blockchain. IEEE INDICON, 2019. [Paper]