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2026 3

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Causal Inference with Video Features as Treatments

stat.AP · 2026-07-07 · conditional · novelty 7.0

A GenAI-powered causal inference framework uses deep generative model representations as learned deconfounders to identify dynamic causal effects of video features on real-time outcomes.

GenAI Powered Dynamic Causal Inference with Unstructured Data

stat.ME · 2026-05-08 · unverdicted · novelty 7.0

A GenAI-based method extracts representations from unstructured data and uses a neural network to fit marginal structural models that recover causal effects of treatment feature sequences including their positions.

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