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

ArXiv (abs)PDF HTML

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

14 / 14 papers shown

Title
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 53 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 86 0 0 24 Feb 2025
Teaching Transformers Causal Reasoning through Axiomatic Training Aniket Vashishtha Abhinav Kumar Abbavaram Gowtham Reddy Vineeth N. Balasubramanian Amit Sharma Vineeth N Balasubramanian Amit Sharma 120 4 0 10 Jul 2024
ALCM: Autonomous LLM-Augmented Causal Discovery Framework Elahe Khatibi Mahyar Abbasian Zhongqi Yang Iman Azimi Amir M. Rahmani 105 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 122 21 0 02 Feb 2024
Causal Reasoning and Large Language Models: Opening a New Frontier for Causality Emre Kıcıman Robert Osazuwa Ness Amit Sharma Chenhao Tan LRM ELM 132 281 0 28 Apr 2023
Causal-Discovery Performance of ChatGPT in the context of Neuropathic Pain Diagnosis Ruibo Tu Chao Ma Cheng Zhang ELM CML 55 44 0 24 Jan 2023
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 209 1,640 0 15 Dec 2022
LMPriors: Pre-Trained Language Models as Task-Specific Priors Kristy Choi Chris Cundy Sanjari Srivastava Stefano Ermon BDL 101 43 0 22 Oct 2022
Language Models (Mostly) Know What They Know Saurav Kadavath Tom Conerly Amanda Askell T. Henighan Dawn Drain ... Nicholas Joseph Benjamin Mann Sam McCandlish C. Olah Jared Kaplan ELM 122 830 0 11 Jul 2022
Typing assumptions improve identification in causal discovery P. Brouillard Perouz Taslakian Alexandre Lacoste Sébastien Lachapelle Alexandre Drouin CML 58 13 0 22 Jul 2021
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 201 445 0 20 Feb 2013
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 280 634 0 20 Feb 2013
Learning Bayesian Networks with the bnlearn R Package M. Scutari BDL 174 1,736 0 26 Aug 2009

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.