Looking to build ML models that strictly follow physical or structural constraints?
This blog dives into Neural DAEs—a powerful approach using differential-algebraic equations.
www.stochasticlifestyle.com/machine-lear...
#JuliaLang #MachineLearning #NeuralDAEs #ScientificML #AIResearch
This blog dives into Neural DAEs—a powerful approach using differential-algebraic equations.
www.stochasticlifestyle.com/machine-lear...
#JuliaLang #MachineLearning #NeuralDAEs #ScientificML #AIResearch
Machine learning with hard constraints: Neural Differential-Algebraic Equations (DAEs) as a general formalism - Stochastic Lifestyle
We recently released a new manuscript Semi-Explicit Neural DAEs: Learning Long-Horizon Dynamical Systems with Algebraic Constraints where we showed a way to develop neural networks where any arbitrary...
www.stochasticlifestyle.com
June 12, 2025 at 6:13 PM
Looking to build ML models that strictly follow physical or structural constraints?
This blog dives into Neural DAEs—a powerful approach using differential-algebraic equations.
www.stochasticlifestyle.com/machine-lear...
#JuliaLang #MachineLearning #NeuralDAEs #ScientificML #AIResearch
This blog dives into Neural DAEs—a powerful approach using differential-algebraic equations.
www.stochasticlifestyle.com/machine-lear...
#JuliaLang #MachineLearning #NeuralDAEs #ScientificML #AIResearch
Our paper on "Learning Neural Differential Algebraic Equations via Operator Splitting" was accepted to the IEEE CDC.
If you don't have the time to read the full paper, check the paper summary with the Google Colab example at:
drgona.github.io/NeuralDAEs/
If you don't have the time to read the full paper, check the paper summary with the Google Colab example at:
drgona.github.io/NeuralDAEs/
Learning Neural Differential Algebraic Equations via Operator Splitting
Learning Neural Differential Algebraic Equations via Operator Splitting.
drgona.github.io
July 24, 2025 at 3:08 PM
Our paper on "Learning Neural Differential Algebraic Equations via Operator Splitting" was accepted to the IEEE CDC.
If you don't have the time to read the full paper, check the paper summary with the Google Colab example at:
drgona.github.io/NeuralDAEs/
If you don't have the time to read the full paper, check the paper summary with the Google Colab example at:
drgona.github.io/NeuralDAEs/