Marrying Causal Representation Learning with Dynamical Systems for Science

Marrying Causal Representation Learning with Dynamical Systems for Science

22 May 2024

Dingling Yao

Caroline Muller

Francesco Locatello

Papers citing "Marrying Causal Representation Learning with Dynamical Systems for Science"

4 / 4 papers shown

Title
Sanity Checking Causal Representation Learning on a Simple Real-World System Juan L. Gamella Simon Bing Jakob Runge CML 50 0 0 27 Feb 2025
A Sparsity Principle for Partially Observable Causal Representation Learning Danru Xu Dingling Yao Sébastien Lachapelle Perouz Taslakian Julius von Kügelgen Francesco Locatello Sara Magliacane CML 27 13 0 13 Mar 2024
Contrastive Learning Inverts the Data Generating Process Roland S. Zimmermann Yash Sharma Steffen Schneider Matthias Bethge Wieland Brendel SSL 236 207 0 17 Feb 2021
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 171 313 0 07 Feb 2020