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Recent and Upcoming Talks
Learning Baryonic Physics from Complete Merger Histories @DAWN Copenhagen
I will introduce a new Machine Learning based model for mapping between dark matter and galaxies, called Mangrove. I’ll show improvements in both precision and speed compared to other similar methods, and discuss how Mangrove opens up new avenues for efficiently learning from simulations.
Aug 18, 2022
Code
Project
Learning Baryonic Physics from Complete Merger Histories @Euclid Consortium Meeting
For the first time ever, we show that it is possible to use full merger histories to emulate SAMs with Machine Learning and vastly outperform the state-of-the-art in the field.
Apr 27, 2022
Code
Project
Learning Baryonic Physics from Complete Merger Histories @Brown University
For the first time ever, we show that it is possible to use full merger histories to emulate SAMs with Machine Learning.
Apr 5, 2022
Code
Project
Learning Baryonic Physics from Complete Merger Histories @Learning the Universe
Doing fast and precise forward simulations of galaxies will be of fundamental importance to fulfilling the LtU collaboration goals. In this talk I’ll show how we can both get faster, better galaxies, and understand them better with a GNN-based emulator
Mar 31, 2022
Code
Project
Learning Baryonic Physics from Complete Merger Histories @Université de Montréal
For the first time ever, we show that it is possible to use full merger histories to emulate SAMs with Machine Learning.
Mar 29, 2022
Code
Project
Learning Baryonic Physics from Complete Merger Histories @CCA
For the first time ever, we show that it is possible to use full merger histories to emulate SAMs with Machine Learning.
Mar 18, 2022
Code
Project
Finding High Redshift galaxies with JWST
Nov 14, 2021
Code
Project
COSMOS2020: New Insights into Galaxy Assembly and Evolution over the first 10 Billion Years
The COSMOS field has proved to be one of the cornerstone surveys in extragalactic astronomy. We have built a new photometric redshift catalog COSMOS2020 from the latest ultra-deep imaging from Subaru, VISTA, and Spitzer.
Oct 31, 2021
Code
Project
Classifying Gamma-Ray Bursts with t-SNE
Invited by
Joshua S. Speagle
to present our findings from the GRB classification project (see project above)
invited
Apr 9, 2021
PDF
Project
Classifying Gamma-Ray Bursts with t-SNE
Talk given as part of
DAWN
weekly cake talk, while the project was still in development phase
Jun 9, 2020
PDF
Project
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