3 papers
stat.ME2026
2D Stability Selection: Design Jittering to Exclude Correlated Irrelevant Features
Mahdi Nouraie, Houying Zhu, Samuel Muller
Stability Selection resamples the observations but leaves the design untouched, so it cannot reject an irrelevant feature that is correlated with the relevant ones in a way that vi…
stat.ME2025
A Stable Lasso
Mahdi Nouraie, Houying Zhu, Samuel Muller
The Lasso has been widely used as a method for variable selection, valued for its simplicity and empirical performance. However, Lasso's selection stability deteriorates in the pre…
cs.AI2025
Causal-Copilot: An Autonomous Causal Analysis Agent
Xinyue Wang, Kun Zhou, Wenyi Wu +10
Causal analysis plays a foundational role in scientific discovery and reliable decision-making, yet it remains largely inaccessible to domain experts due to its conceptual and algo…