Center for Decoding the Universe Annual Conference

The Center for Decoding the Universe brings together researchers across scientific disciplines to answer the biggest questions about our Universe by leveraging complex data with the most advanced computational methods.

Conference Motivation

From anomaly detection in massive data sets and foundation models that compactly describe multi-modal data, to simulation-based inference that bridges the gap between the observed and simulated Universe, new methodologies will enable new insights from large and complex datasets. These new approaches are poised to impact the next big thing in astrophysics: data from the Vera C Rubin Observatory’s Legacy Survey of Space and Time (LSST). This meeting will gather leading researchers in astrophysics, AI/ML, data science, and statistics, and will identify new opportunities for inference and data-driven discovery with the imminent LSST data.

View the Conference Agenda on the Event Webpage

Conference Format

With time devoted to small group discussion and half a day of unconference, the two-day conference on "Data-Driven Discovery in the Rubin Era" is designed to promote discussion about the hard questions and methodological innovations that will be especially relevant in the upcoming large astronomical data era. Three sessions that combine an astronomical subfield with a data science/AI methodology will focus on:

1. Anomaly detection with applications to variable and transient science
2. Astronomical foundation models and applications to galaxy evolution
3. Inference, including simulation-based inference, with applications to cosmology

Confirmed Invited Speakers

• Josh Bloom, UC Berkeley
• David Fouhey, New York University
• Marc Huertas-Company, Instituto de Astrofísica de Canarias (Spain)
• François Lanusse, Centre National de la Recherche Scientifique (CNRS)
• Phil Marshall, SLAC
• Ben Nachman, SLAC
• Laurence Perreault-Levasseur, Université de Montréal
• Ashley Villar, Harvard University
• Ben Wandelt, Johns Hopkins University
• Diyi Yang, Stanford University

Conference Schedule Outline (all times are in PT)

June 5

8:30am: Breakfast & Registration

9:00am: Welcome and Introduction to Rubin Data Challenges

9:30am: Session 1: Time-Domain Data and Anomaly Detection

12:30pm: Lunch and posters

2:00pm: Session 2: Galaxies and Foundation Models

5:00pm: Reception and posters

6:30 - 7:30pm: Panel discussion

June 6

9:00am: Session 3: Cosmology and Modern Inference Frameworks

12:00pm: Lunch

1:00pm: Half-day “unconference”

4:00pm: Closing Keynote

5:00pm: Event Concludes

Contributed Short Talks & Posters

We invite abstracts for short talks and posters for the 2025 Center for Decoding the Universe Annual Conference happening June 5-6, 2025 at the Simonyi Conference Center (CoDa) at Stanford University. Talks should be accessible to researchers spanning astrophysics, AI/ML, data science, and statistics. Work in progress is welcome, and talks are especially encouraged by early-career researchers. Deadline to submit an abstract is May 16th at 5:00pm PT.

Special thanks to our Conference Organizers:

Tom Abel, Dalya Baron, Susan Clark, Surya Ganguli, Sanmi Koyejo, Phil Marshall, Risa Wechsler