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cs.AI2025
Causal Reasoning in Pieces: Modular In-Context Learning for Causal Discovery
Kacper Kadziolka, Saber Salehkaleybar
Causal inference remains a fundamental challenge for large language models. Recent advances in internal reasoning with large language models have sparked interest in whether state-…
cs.AI2025
Causal Effect Identification in Heterogeneous Environments from Higher-Order Moments
Yaroslav Kivva, Sina Akbari, Saber Salehkaleybar +1
We investigate the estimation of the causal effect of a treatment variable on an outcome in the presence of a latent confounder. We first show that the causal effect is identifiabl…