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Gabriele D'Acunto

2 accepted papers

2025

Causal Abstraction Learning based on the Semantic Embedding Principle

ICML 2025poster

Structural causal models (SCMs) allow us to investigate complex systems at multiple levels of resolution. The causal abstraction (CA) framework formalizes the mapping between high- and low-level SCMs. We address CA learning in a challenging and realistic setting, where SCMs are inaccessible, interv…