Publications

Automated list

• ORCID ID
• Google Scholar
• ADS
• ArXiv

Maintained list (updated 2024-11-29)

• Beyond Causal Discovery for Astronomy: Learning Meaningful Representations with Independent Component Analysis
  Z Jin, M Pasquato, BL Davis, AV Macciò, Y Hezaveh
  NeurlPS 2024 CRL

• Evaluating Sparse Galaxy Simulations via Out-of-Distribution Detection and Amortized Bayesian Model Comparison
  L Zhou, ST Radev, WH Oliver, A Obreja, Z Jin, T Buck
  NeurlPS 2024 ML4PS

• A Data-driven Discovery of the Causal Connection between Galaxy and Black Hole Evolution
  Z Jin, M Pasquato, BL Davis, T Deleu, Y Luo, C Cho, P Lemos, L Perreault-Levasseur, Y Bengio, X Kang, AV Maccio, Y Hezaveh
  Submitted to The Astrophysical Journal

• HELLO project: high-z evolution of large and luminous objects
  S Waterval, AV Macciò, T Buck, A Obreja, C Cho, Z Jin, BL Davis, KL Dixon, X Kang
  Monthly Notices of the Royal Astronomical Society

• Identification of Intermediate-mass Black Hole Candidates among a Sample of Sd Galaxies
  BL Davis, AW Graham, R Soria, Z Jin, ID Karachentsev, VE Karachentseva, E D’Onghia
  The Astrophysical Journal

• Quantitatively rating galaxy simulations against real observations with anomaly detection
  Z Jin, AV Macciò, N Faucher, M Pasquato, T Buck, KL Dixon, N Arora, M Blank, P Vulanovic
  Monthly Notices of the Royal Astronomical Society

• Causa prima: cosmology meets causal discovery for the first time
  M Pasquato, Z Jin, P Lemos, BL Davis, AV Macciò
  NeurlPS 2023 ML4PS

• Discovering Black Hole Mass Scaling Relations with Symbolic Regression
  Z Jin, BL Davis
  NeurlPS 2023 ML4PS

• Discovery of a Planar Black Hole Mass Scaling Relation for Spiral Galaxies
  BL Davis, Z Jin
  The Astrophysical Journal Letters

• Learning Principle of Least Action with Reinforcement Learning
  Z Jin, JYY Lin, SF Li
  AAAI 2021 ML4PS

Conferences, Workshops, and talks

• Ciela Institute, Université de Montréal
  Montréal, Canada - Feb-Mar 2024 - Visiting Student

• NeurIPS 2023, ML4PS
  New Orleans, USA - Dec 2023 - Poster presentation

• ASTROINFORMATICS 2023, INAF NATIONAL AUDITORIUM Observatory of Capodimonte
  Naples, Italy - Oct 2023 - Contributed talk

• CZS summer school, Interdisciplinary Center for Scientific Computing (IWR) Heidelberg
  Heidelberg, Germany - Aug 2023 - Poster presentation

• Cosmic Connections Symposium, Flatiron Institute
  New York, USA - May 2023 - Poster presentation

• Timescales in Astrophysics, New York University Abu Dhabi
  Abu Dhabi, UAE - Jan 2023 - LOC

• UAE Graduate Student Research conference (GSRC) 2021
  Remote - Jun 2021 - Contributed talk

• AAAI-MLPS 2021
  Remote - Mar 2021 - Contributed talk