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20222026
most citedAn unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic differential operator

39 citations · 39 across the 4 of their papers we have counts for

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cs.LG2026

Variational Augmented Invertible Koopman Autoencoder for probabilistic time series forecasting

Anthony Frion, Lucas Drumetz, Guillaume Tochon +3

Neural Koopman autoencoder models have been shown to successfully build a latent embedding with linear dynamics for arbitrary dynamical systems, enabling strong performance in long…

cs.MS2026

ADDA: a Modular Framework for Representing, Simulating and Assimilating Dynamics with End-to-end Differentiability

Anthony Frion, Vien Minh Nguyen-Thanh, Ali Can Bekar +3

Data assimilation (DA) is an essential tool for prediction and understanding in the geosciences. DA combines simulation programs representing scientific knowledge with observations…