Name: Learn the Universe -- an ML X Cosmology Workshop
Start: 2021-08-24T08:00:00-04:00
End: 2021-08-27T17:35:00-04:00
Location: Flatiron Institute

Learn the Universe -- an ML X Cosmology Workshop

from Tuesday, August 24, 2021 (8:00 AM) to Friday, August 27, 2021 (5:35 PM)

Monday, August 23, 2021
Tuesday, August 24, 2021

9:30 AM Breakfast
Breakfast
9:30 AM - 10:00 AM
Room: 2nd Floor, IDA

10:00 AM Introduction- Welcome & Outline of the workshop
Introduction- Welcome & Outline of the workshop
10:00 AM - 10:15 AM
Room: 2nd Floor, IDA
10:15 AM
10:15 AM - 11:45 AM
Room: 2nd Floor, IDA
Contributions

10:15 AM Roger de Belsunce: Unbiased inference from large-scale CMB data using likelihood-approximation schemes

10:30 AM ChangHoon Hahn: Higher-Order LSS with SBI

10:45 AM Ben Horowitz: hyphy - Conditional Posterior Surrogate Modeling of Hydrodynamical Physics

11:00 AM Boryana Hadzhiyska: TBD

11:15 AM Digvijay Wadekar : Symbolic regression for cluster mass estimation
11:45 AM AM Break
AM Break
11:45 AM - 12:15 PM
Room: 2nd Floor, IDA

12:15 PM Unstructured Section: Problems we can't solve with current tools that we may have a shot with ML
Unstructured Section: Problems we can't solve with current tools that we may have a shot with ML
12:15 PM - 1:00 PM
Room: 2nd Floor, IDA Chair: Simone Ferraro & Colin Hill

1:00 PM Lunch
Lunch
1:00 PM - 2:00 PM
Room: 2nd Floor, IDA
2:00 PM
2:00 PM - 3:45 PM
Room: 2nd Floor, IDA
Contributions

2:00 PM Sihao Cheng: The scattering transform in cosmology, or, a CNN without Training

2:15 PM Kate Storey-Fisher: Emulation of Summary Statistics for Cosmology from Galaxy Surveys

2:30 PM Agnès Ferté: Categorizing cosmological models with unsupervised learning

2:45 PM Colin Hill: Non-Gaussian Information in CMB Secondary Anisotropies

3:00 PM Luisa Lucie-Smith: Deep learning insights into dark matter halo formation
3:45 PM PM Break
PM Break
3:45 PM - 4:15 PM
Room: 2nd Floor, IDA

4:15 PM Unstructured Section: Have non-Gaussian statistics been made redundant?
Unstructured Section: Have non-Gaussian statistics been made redundant?
4:15 PM - 5:00 PM
Room: 2nd Floor, IDA Chair: Zoltan Haiman

5:00 PM Workshop Social
Workshop Social
5:00 PM - 6:30 PM
Room: 12th Floor, Rooftop Garden
Wednesday, August 25, 2021

9:30 AM Breakfast
Breakfast
9:30 AM - 10:00 AM
Room: 2nd Floor, IDA
10:00 AM
10:00 AM - 11:45 AM
Room: 2nd Floor, IDA
Contributions

10:00 AM Francisco Villaescusa-Navarro: The Cosmology and Astrophysics with Machine Learning Simulations (CAMELS) project

10:15 AM Siamak Ravanbakhsh: deep Networks for Spherical Data

10:30 AM Neerav Kaushal: Mapping from Fast Simulations to Full N-body Simulations

10:45 AM Yin Li: Cosmological Forward Modeling with Adjoint Method

11:00 AM Leander Thiele: DeepSets applied to Clusters: Machine learning the Lagrangian way
11:45 AM AM Break
AM Break
11:45 AM - 12:15 PM
Room: 2nd Floor, IDA

12:15 PM

12:15 PM - 1:00 PM
Room: 2nd Floor, IDA

1:00 PM Lunch
Lunch
1:00 PM - 2:00 PM
Room: 2nd Floor, IDA
2:00 PM
2:00 PM - 3:45 PM
Room: 2nd Floor, IDA
Contributions

2:00 PM Biwei Dai: Translation and Rotation Equivariant Normalizing Flow (TRENF) for Optimal Cosmological Analysis

2:15 PM David Yallup : Principled Bayesian Neural Networks

2:30 PM Miles Cranmer: Histogram Pooling Operators for Interpretable Deep Learning in Cosmology

2:45 PM Anima Anandkumar: AI4 Science A revolution in the making

3:00 PM Michael Eickenberg: Wavelet Modulus Integrals for Parameter Estimation
3:45 PM PM Break
PM Break
3:45 PM - 4:15 PM
Room: 2nd Floor, IDA

4:15 PM

4:15 PM - 5:00 PM
Room: 2nd Floor, IDA

5:00 PM Workshop Dinner
Workshop Dinner
5:00 PM - 7:00 PM
Room: 12th Floor, Rooftop Garden
Thursday, August 26, 2021

9:30 AM Breakfast
Breakfast
9:30 AM - 10:00 AM
Room: 2nd Floor, IDA

10:00 AM

10:00 AM - 11:00 AM
Room: 2nd Floor, IDA

11:00 AM AM Break
AM Break
11:00 AM - 11:30 AM
Room: 2nd Floor, IDA
11:30 AM
11:30 AM - 1:00 PM
Room: 2nd Floor, IDA
Contributions

11:30 AM Andrina Nicola : Forecasting cosmological and astrophysical constraints from electron-matter cross-correlations

11:45 AM Christina Kreisch: Precision Cosmology from Voids in the Machine Learning Era

12:00 PM Ira Wolfson: The Fault In Our Spectrum: A 'no go' on small field models analytics

12:15 PM Adrian Bayer: The Look-Elsewhere Effect

12:30 PM Max Lee: Gradient based inference in cosmology using MADLens

12:45 PM Alina Sabyr: Cosmological Constraints from Weak Lensing Peaks: Can Halo Models Accurately Predict Peak Counts?
1:00 PM Lunch
Lunch
1:00 PM - 2:00 PM
Room: 2nd Floor, IDA
2:00 PM
2:00 PM - 3:45 PM
Room: 2nd Floor, IDA
Contributions

2:00 PM Anima Anandkumar, “ AI4 Science A revolution in the making “

2:15 PM Greg Bryan, Introducing the Simons Collaboration “Learning the Universe”

2:30 PM Rachel Somerville: New methods to model galaxy formation so that we can Learn the Universe

2:45 PM Ana Maria Delgado: Modeling Galaxy-Halo connection with Machine Learning

3:00 PM Sultan Hassan: HIFlow: Fast Emulator of HI maps using Normalizing Flow
3:45 PM PM Break
PM Break
3:45 PM - 4:15 PM
Room: 2nd Floor, IDA

4:15 PM

4:15 PM - 5:00 PM
Room: 2nd Floor, IDA

5:00 PM Workshop Reception
Workshop Reception
5:00 PM - 6:30 PM
Room: 12th Floor, Rooftop Garden
Friday, August 27, 2021

9:30 AM Breakfast
Breakfast
9:30 AM - 10:00 AM
Room: 2nd Floor, IDA

10:00 AM (Flexible)
(Flexible)
10:00 AM - 11:15 AM
Room: 2nd Floor, IDA

11:15 AM AM Break
AM Break
11:15 AM - 11:45 AM
Room: 2nd Floor, IDA

11:45 AM (Flexible)
(Flexible)
11:45 AM - 1:00 PM
Room: 2nd Floor, IDA

1:00 PM Lunch
Lunch
1:00 PM - 2:00 PM
Room: 2nd Floor, IDA

2:00 PM (Flexible)
(Flexible)
2:00 PM - 3:15 PM
Room: 2nd Floor, IDA

3:15 PM PM Break
PM Break
3:15 PM - 3:45 PM
Room: 2nd Floor, IDA

3:45 PM (Flexible)
(Flexible)
3:45 PM - 5:00 PM
Room: 2nd Floor, IDA