Low-rank graphs induce latents that form causal abstractions, with identifiability results and a practical objective enabling unsupervised learning of high-level SCMs from low-level measurements.
What is causal about causal models and representations? arXiv
2 Pith papers cite this work. Polarity classification is still indexing.
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Collective agency arises when a group's joint actions are faithfully captured by a simpler causal model of unified rational behavior.
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Unsupervised Causal Abstractions Discovery
Low-rank graphs induce latents that form causal abstractions, with identifiability results and a practical objective enabling unsupervised learning of high-level SCMs from low-level measurements.
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Causal Foundations of Collective Agency
Collective agency arises when a group's joint actions are faithfully captured by a simpler causal model of unified rational behavior.