Dimensionless machine learning: Imposing exact units equivariance

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Dimensionless machine learning: Imposing exact units equivariance

2 April 2022

Bianca Dumitrascu

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Papers citing "Dimensionless machine learning: Imposing exact units equivariance"

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Title
Improving Controller Generalization with Dimensionless Markov Decision Processes V. Charvet Sebastian Stein R. Murray-Smith 83 0 0 14 Apr 2025
Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups Zakhar Shumaylov Peter Zaika James Rowbottom Ferdia Sherry Melanie Weber Carola-Bibiane Schönlieb 121 6 0 03 Oct 2024
Learning equivariant tensor functions with applications to sparse vector recovery Wilson Gregory Josué Tonelli-Cueto Nicholas F. Marshall Andrew S. Lee Soledad Villar 89 2 0 03 Jun 2024
Is machine learning good or bad for the natural sciences? David W. Hogg Soledad Villar AI4CE 113 8 0 28 May 2024
SymmPI: Predictive Inference for Data with Group Symmetries Yan Sun Mengxin Yu 120 2 0 26 Dec 2023
Machine Learning for the identification of phase-transitions in interacting agent-based systems: a Desai-Zwanzig example N. Evangelou Dimitrios G. Giovanis George A. Kevrekidis G. Pavliotis Ioannis G. Kevrekidis 72 0 0 29 Oct 2023
Using Buckingham's $π$ Theorem for Multi-System Learning Transfer: a Case-study with 3 Vehicles Sharing a Database William Therrien Olivier Lecompte Alexandre Girard 74 1 0 26 Oct 2023
Approximately Equivariant Graph Networks Ningyuan Huang Ron Levie Soledad Villar 111 19 0 21 Aug 2023
Explainable Deep Learning for Tumor Dynamic Modeling and Overall Survival Prediction using Neural-ODE Mark A. Laurie James Lu 65 16 0 02 Aug 2023
Any-dimensional equivariant neural networks Eitan Levin Mateo Díaz 92 8 0 10 Jun 2023
AI for Science: An Emerging Agenda Philipp Berens Kyle Cranmer Neil D. Lawrence U. V. Luxburg Jessica Montgomery 73 6 0 07 Mar 2023
Towards fully covariant machine learning Soledad Villar D. Hogg Weichi Yao George A. Kevrekidis Bernhard Schölkopf AI4CE 121 11 0 31 Jan 2023
Machine learning and invariant theory Ben Blum-Smith Soledad Villar AI4CE 114 18 0 29 Sep 2022