42 citations · 197 across the 45 of their papers we have counts for
4 papers · 1 filter
Inference Time Causal Probing in LLMs
Sadegh Khorasani, Saber Salehkaleybar, Negar Kiyavash +1
Causal probing methods aim to test and control how internal representations influence the behavior of generative models. In causal probing, an intervention modifies hidden states s…
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-…
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…
Active Learning of Causal Structures with Deep Reinforcement Learning
Amir Amirinezhad, Saber Salehkaleybar, Matin Hashemi
We study the problem of experiment design to learn causal structures from interventional data. We consider an active learning setting in which the experimenter decides to intervene…