Selected Publications:
D. Ba, A. S. Dogra, et al., “SHAPER: Can you hear the shape of a Jet?”, Journal of High Energy Physics 2023, 195, 2023
A. S. Dogra and W. T. Redman, “Optimizing Neural Networks via Koopman Operator Theory”, Advances in Neural Information Processing Systems 33 (NeurIPS 2020).
Antti Vepsäläinen, et al., “Impact of ionizing radiation on superconducting qubit coherence”, Nature 584, p.p. 551-556, 2020.
Selected Lectures/Short Talks/Posters:
A. S. Dogra, “Some Mathe-Physical perspectives on deep learning,” Probability and Mathematical Physics overlay, International Congress of Mathematicians 2022, Helsinki (28/06/22 - 07/07/22)
A. S. Dogra and W. T. Redman, “Optimizing Neural Networks via Koopman Operator Theory,” Fields Institute for Research in Mathematical Sciences (Nov 16, 2020)
Journals/Conferences I have been invited to review for:
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Conference on Machine Learning (ICML)
Conference on Neural Information Processing Systems (NeurIPS)
IEEE/CAS Journal of Automatica Sinica
Published work:
[P. 8] D. Ba, A. S. Dogra, et al., “SHAPER: Can you hear the shape of a Jet?”, Journal of High Energy Physics 2023, 195 (2023)
[P. 7] William T. Redman, Tianlong Chen, Zhangyang Wang, Akshunna S. Dogra, "Universality of Winning Tickets: A Renormalization Group Perspective”, Proceedings of the 39th International Conference on Machine Learning (ICML 2022), PMLR Vol. 162, pp. 18483-18498, 2022.
[P. 6] M. Mattheakis, et. al., “Hamiltonian neural networks for solving equations of motion”, Physical Review E, 105, 065305 , 2022.
[P. 5] A. S. Dogra and W. T. Redman, “Optimizing Neural Networks via Koopman Operator Theory”, Advances in Neural Information Processing Systems 33 (NeurIPS 2020), pp. 2087-2097, 2020.
[P. 4] Antti Vepsäläinen, et al., “Impact of ionizing radiation on superconducting qubit coherence”, Nature 584, pp. 551-556, 2020.
[P. 3] A. S. Dogra, “Dynamical Systems and Neural Networks”, Proceedings of the Indian Society of Theoretical and Applied Mechanics (ISTAM), 2020
[P. 2] N. B. Budanur, A. S. Dogra, and B. Hof, “Geometry of transient chaos in streamwise-localized pipe flow turbulence”, Physical Review Fluids, vol. 4 (10), 2019.
[P. 1] A. S. Dogra, “Optimal Presentations of Mathematical Objects”, Proceedings of the International Workshop for Young Mathematicians, vol. 20/21, 2019.
The entirety of my work is catalogued on arXiv