An Interventional Perspective on Identifiability in Gaussian LTI Systems
with Independent Component Analysis

An Interventional Perspective on Identifiability in Gaussian LTI Systems with Independent Component Analysis

29 November 2023

Goutham Rajendran

Patrik Reizinger

Wieland Brendel

Pradeep Ravikumar

Papers citing "An Interventional Perspective on Identifiability in Gaussian LTI Systems with Independent Component Analysis"

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Title
InfoNCE: Identifying the Gap Between Theory and Practice E. Rusak Patrik Reizinger Attila Juhos Oliver Bringmann Roland S. Zimmermann Wieland Brendel 33 5 0 28 Jun 2024
Learning Interpretable Concepts: Unifying Causal Representation Learning and Foundation Models Goutham Rajendran Simon Buchholz Bryon Aragam Bernhard Schölkopf Pradeep Ravikumar AI4CE 83 21 0 14 Feb 2024
Posterior Collapse and Latent Variable Non-identifiability Yixin Wang David M. Blei John P. Cunningham CML DRL 73 70 0 02 Jan 2023
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