ALCM: Autonomous LLM-Augmented Causal Discovery Framework

ALCM: Autonomous LLM-Augmented Causal Discovery Framework

2 May 2024

Mahyar Abbasian

Amir M. Rahmani

Papers citing "ALCM: Autonomous LLM-Augmented Causal Discovery Framework"

12 / 12 papers shown

Title
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
Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models Ruta Binkyte Ivaxi Sheth Zhijing Jin Mohammad Havaei Bernhard Schölkopf Mario Fritz 34 0 0 28 Feb 2025
Learning to Defer for Causal Discovery with Imperfect Experts Oscar Clivio Divyat Mahajan Perouz Taslakian Sara Magliacane Ioannis Mitliagkas Valentina Zantedeschi Alexandre Drouin CML 74 0 0 18 Feb 2025
LLM4GRN: Discovering Causal Gene Regulatory Networks with LLMs -- Evaluation through Synthetic Data Generation Tejumade Afonja Ivaxi Sheth Ruta Binkyte Waqar Hanif Thomas Ulas Matthias Becker Mario Fritz 23 3 0 21 Oct 2024
HealthQ: Unveiling Questioning Capabilities of LLM Chains in Healthcare Conversations Ziyu Wang Hao Li Di Huang Amir M. Rahmani Chae-Won Shin Amir M. Rahmani LM&MA 28 8 0 28 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 23 4 0 29 Jul 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 41 1 0 06 Feb 2024
Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach Masayuki Takayama Tadahisa Okuda Thong Pham T. Ikenoue Shingo Fukuma Shohei Shimizu Akiyoshi Sannai 62 16 0 02 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
Can Large Language Models Truly Understand Prompts? A Case Study with Negated Prompts Joel Jang Seonghyeon Ye Minjoon Seo ELM LRM 62 56 0 26 Sep 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 309 5,177 0 28 Jan 2022