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06/17/2023
An analysis of Universal Differential Equations for data-driven discovery of Ordinary Differential Equations
In the last decade, the scientific community has devolved its attention ...
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03/03/2021
Deep Learning for Virus-Spreading Forecasting: a Brief Survey
The advent of the coronavirus pandemic has sparked the interest in predi...
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05/20/2020
An Analysis of Regularized Approaches for Constrained Machine Learning
Regularization-based approaches for injecting constraints in Machine Lea...
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05/19/2020
Improving Deep Learning Models via Constraint-Based Domain Knowledge: a Brief Survey
Deep Learning (DL) models proved themselves to perform extremely well on...
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02/24/2020
Injective Domain Knowledge in Neural Networks for Transprecision Computing
Machine Learning (ML) models are very effective in many learning tasks, ...
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01/26/2020