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Causal Discovery via Transformed Low-Rank Quantile Surfaces

Low-Rank Quantile Surfaces model causal direction via monotone transformations yielding low-rank quantile surfaces, proving generic identifiability and outperforming location-scale methods on nonlinear, heteroscedastic data.

Ryo Kamimura, Thong Pham

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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AI panel: 10 of 20 reviewers recommend it
lenient 2/5
medium 7/10
strict 1/5