Causal Discovery with Language Models as Imperfect Experts

Causal Discovery with Language Models as Imperfect Experts

5 July 2023

Alexandre Piché

Valentina Zantedeschi

Alexandre Drouin

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Papers citing "Causal Discovery with Language Models as Imperfect Experts"

11 / 11 papers shown

Title
Think Global, Act Local: Bayesian Causal Discovery with Language Models in Sequential Data Prakhar Verma David Arbour Sunav Choudhary Harshita Chopra Arno Solin Atanu R. Sinha 10 0 0 19 Jun 2025
LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Xingyu Wu Kui Yu Jibin Wu Kay Chen Tan CML 40 0 0 01 Jun 2025
No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery Xiaoxue Han Pengfei Hu Jun-En Ding Chang Lu Feng Liu Yue Ning 75 0 0 22 May 2025
Your Assumed DAG is Wrong and Here's How To Deal With It Kirtan Padh Zhufeng Li Cecilia Casolo Niki Kilbertus CML 106 0 0 24 Feb 2025
Identification of Nonparametric Dynamic Causal Structure and Latent Process in Climate System Minghao Fu Zhen Zhang Zijian Li Yujia Zheng Ignavier Ng Yingyao Hu Kun Zhang CML 80 0 0 21 Jan 2025
Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery ChengAo Shen Zhe Chen Dongsheng Luo Dongkuan Xu Haifeng Chen Jingchao Ni 151 5 0 18 Dec 2024
Teaching Transformers Causal Reasoning through Axiomatic Training Aniket Vashishtha Abhinav Kumar Abbavaram Gowtham Reddy Vineeth N. Balasubramanian Amit Sharma Vineeth N Balasubramanian Amit Sharma 143 4 0 10 Jul 2024
ALCM: Autonomous LLM-Augmented Causal Discovery Framework Elahe Khatibi Mahyar Abbasian Zhongqi Yang Iman Azimi Amir M. Rahmani 144 15 0 02 May 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 202 21 0 02 Feb 2024
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Erdun Gao Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 147 11 0 29 Jan 2023
Deep Causal Learning: Representation, Discovery and Inference Zizhen Deng Xiaolong Zheng Hu Tian D. Zeng CML BDL 119 11 0 07 Nov 2022