Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach

Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach

2 February 2024

Masayuki Takayama

Akiyoshi Sannai

Papers citing "Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach"

15 / 15 papers shown

Title
Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs Yuni Susanti Michael Färber 16 0 0 15 Apr 2025
Can LLMs Assist Expert Elicitation for Probabilistic Causal Modeling? Olha Shaposhnyk Daria Zahorska Svetlana Yanushkevich 22 0 0 14 Apr 2025
Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring Khadija Zanna Akane Sano 31 0 0 21 Mar 2025
Exploring Multi-Modal Integration with Tool-Augmented LLM Agents for Precise Causal Discovery ChengAo Shen Z. Chen Dongsheng Luo Dongkuan Xu Haifeng Chen Jingchao Ni 78 3 0 18 Dec 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 34 8 0 15 Sep 2024
From Pre-training Corpora to Large Language Models: What Factors Influence LLM Performance in Causal Discovery Tasks? Tao Feng Lizhen Qu Niket Tandon Zhuang Li Xiaoxi Kang Gholamreza Haffari LRM 25 4 0 29 Jul 2024
Using GPT-4 to guide causal machine learning Anthony C. Constantinou N. K. Kitson Alessio Zanga CML 21 0 0 26 Jul 2024
ALCM: Autonomous LLM-Augmented Causal Discovery Framework Elahe Khatibi Mahyar Abbasian Zhongqi Yang Iman Azimi Amir M. Rahmani 50 11 0 02 May 2024
Evaluating Interventional Reasoning Capabilities of Large Language Models Tejas Kasetty Divyat Mahajan Gintare Karolina Dziugaite Alexandre Drouin Dhanya Sridhar LRM ELM 27 5 0 08 Apr 2024
Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models Yuzhe Zhang Yipeng Zhang Yidong Gan Lina Yao Chen Wang 25 10 0 23 Feb 2024
Discovery of the Hidden World with Large Language Models Chenxi Liu Yongqiang Chen Tongliang Liu Mingming Gong James Cheng Bo Han Kun Zhang CML 43 1 0 06 Feb 2024
Causal Structure Learning Supervised by Large Language Model Taiyu Ban Lyuzhou Chen Derui Lyu Xiangyu Wang Huanhuan Chen 60 12 0 20 Nov 2023
Scalable Counterfactual Distribution Estimation in Multivariate Causal Models Thong Pham Shohei Shimizu H. Hino Tam Le 36 4 0 02 Nov 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 288 2,712 0 24 May 2022
Optimal transport for causal discovery Ruibo Tu Kun Zhang Hedvig Kjellström Cheng Zhang 72 19 0 23 Jan 2022