instrumental variable regression

2 papers across 2 sessions

Poster Session 1

1 paper

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Demystifying Spectral Feature Learning for Instrumental Variable Regression

#2600 · Dimitri Meunier, Antoine Moulin, Jakub Wornbard, Vladimir Kostic, Arthur Gretton

Poster Session 3

1 paper

Thursday, December 4, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

An Analysis of Causal Effect Estimation using Outcome Invariant Data Augmentation

#2602 Spotlight · Uzair Akbar, Niki Kilbertus, Hao Shen, Krikamol Muandet, Bo Dai

We show the effectiveness of data-augmentation for mitigating bias due to unobserved confounding, and this motivates the proposal of our novel method for the same.