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04/06/2023
Inductive biases in deep learning models for weather prediction
Deep learning has recently gained immense popularity in the Earth scienc...
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05/26/2022
Learning What and Where – Unsupervised Disentangling Location and Identity Tracking
Our brain can almost effortlessly decompose visual data streams into bac...
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11/23/2021
Composing Partial Differential Equations with Physics-Aware Neural Networks
We introduce a compositional physics-aware neural network (FINN) for lea...
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04/13/2021
Finite Volume Neural Network: Modeling Subsurface Contaminant Transport
Data-driven modeling of spatiotemporal physical processes with general d...
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09/21/2020
Hidden Latent State Inference in a Spatio-Temporal Generative Model
Knowledge of the hidden factors that determine particular system dynamic...
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09/19/2020
Inferring, Predicting, and Denoising Causal Wave Dynamics
The novel DISTributed Artificial neural Network Architecture (DISTANA) i...
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12/23/2019