Pierre Gentine

Full Professor, Columbia University

2 papers at NeurIPS 2025

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Poster Session 2

1 paper

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

CausalDynamics: A large‐scale benchmark for structural discovery of dynamical causal models

#2517 · Benjamin Herdeanu, Juan Nathaniel, Carla Roesch, Jatan Buch, Gregor Ramien, Johannes Haux, Pierre Gentine

We present CausalDynamics, a benchmark for advancing the structural discovery of dynamical causal models consisting of true causal graphs derived from thousands of increasingly complex coupled differential equations.

Poster Session 6

1 paper

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Align-DA: Align Score-based Atmospheric Data Assimilation with Multiple Preferences

#1607 · Jing-An Sun, Hang Fan, Junchao Gong, Ben Fei, Kun Chen, Fenghua Ling, Wenlong Zhang, Wanghan Xu, Li Yan, Pierre Gentine, LEI BAI