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Hogg, David W
6 publications
ICMLW
2024
Fast-Forward FARGO: Accelerating Protoplanetary Disk Simulations with Limited Data
Valentina Tardugno Poleo
,
David W Hogg
,
Shirley Ho
ICML
2024
Position: Is Machine Learning Good or Bad for the Natural Sciences?
David W Hogg
,
Soledad Villar
TMLR
2024
Towards Fully Covariant Machine Learning
Soledad Villar
,
David W Hogg
,
Weichi Yao
,
George A Kevrekidis
,
Bernhard Schölkopf
JMLR
2023
Dimensionless Machine Learning: Imposing Exact Units Equivariance
Soledad Villar
,
Weichi Yao
,
David W. Hogg
,
Ben Blum-Smith
,
Bianca Dumitrascu
NeurIPS
2021
Scalars Are Universal: Equivariant Machine Learning, Structured like Classical Physics
Soledad Villar
,
David W Hogg
,
Kate Storey-Fisher
,
Weichi Yao
,
Ben Blum-Smith
AISTATS
2014
Towards Building a Crowd-Sourced Sky mAP
Dustin Lang
,
David W. Hogg
,
Bernhard Schölkopf