3 papers
stat.AP2026
Causal Inference with Video Features as Treatments
Kentaro Nakamura, Adam Breuer, Michael H. Crespin +2
We develop the first statistical methodology for causal inference with video features as treatments. Video is the most engaging content modality on the internet. A central causal q…
stat.ME2026
GenAI Powered Dynamic Causal Inference with Unstructured Data
Kentaro Nakamura, Kosuke Imai
A growing number of scholars seek to estimate causal effects of unstructured data such as text, images, and video. However, existing methods typically treat each object as a single…
cs.LG2025
Surrogate Representation Inference for Text and Image Annotations
Kentaro Nakamura
As researchers increasingly rely on machine learning models and LLMs to annotate unstructured data, such as texts or images, various approaches have been proposed to correct bias i…