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Lukas Lindorfer

2 accepted papers

2025

Prediction-Powered Causal Inferences

NeurIPS 2025poster

In many scientific experiments, the data annotating cost constraints the pace for testing novel hypotheses. Yet, modern machine learning pipelines offer a promising solution—provided their predictions yield correct conclusions. We focus on Prediction-Powered Causal Inferences (PPCI), i.e., estimatin…

Cited by 0SourceScholar
2024

Smoke and Mirrors in Causal Downstream Tasks

NeurIPS 2024poster

Machine Learning and AI have the potential to transform data-driven scientific discovery, enabling accurate predictions for several scientific phenomena. As many scientific questions are inherently causal, this paper looks at the causal inference task of treatment effect estimation, where the outcom…