activity
20202025
most citedRecovering Causal Structures from Low-Order Conditional Independencies

3 citations · 4 across the 6 of their papers we have counts for

collaborators
Showing 2025Show all

2 papers · 1 filter

stat.ML2025

Embracing Discrete Search: A Reasonable Approach to Causal Structure Learning

Marcel Wienöbst, Leonard Henckel, Sebastian Weichwald

We present FLOP (Fast Learning of Order and Parents), a score-based causal discovery algorithm for linear models. It pairs fast parent selection with iterative Cholesky-based score…

cs.AI2025

Linear-Time Primitives for Algorithm Development in Graphical Causal Inference

Marcel Wienöbst, Sebastian Weichwald, Leonard Henckel

We introduce CIfly, a framework for efficient algorithmic primitives in graphical causal inference that isolates reachability as a reusable core operation. It builds on the insight…