Evaluation Methods and Measures for Causal Learning Algorithms

Evaluation Methods and Measures for Causal Learning Algorithms

7 February 2022

Huan Liu

ArXiv (abs)PDF HTML

Papers citing "Evaluation Methods and Measures for Causal Learning Algorithms"

14 / 14 papers shown

Title
GraphRAG-Causal: A novel graph-augmented framework for causal reasoning and annotation in news Abdul Haque Umm e Hani Ahmad Din Muhammad Babar Ali Abbas Insaf Ullah CML 34 0 0 13 Jun 2025
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Feibo Jiang Cunhua Pan Li Dong Kezhi Wang O. Dobre Mérouane Debbah LLMAG AI4TS 175 1 0 28 May 2025
CausalMan: A physics-based simulator for large-scale causality Nicholas Tagliapietra J. Luettin Lavdim Halilaj Moritz Willig Tim Pychynski Kristian Kersting CML 121 0 0 18 Feb 2025
Introducing CausalBench: A Flexible Benchmark Framework for Causal Analysis and Machine Learning Ahmet Kapkiç Pratanu Mandal Shu Wan Paras Sheth Abhinav Gorantla Yoonhyuk Choi Huan Liu K. S. Candan CML 57 0 0 12 Sep 2024
CausalPlayground: Addressing Data-Generation Requirements in Cutting-Edge Causality Research Andreas Sauter Erman Acar Aske Plaat SyDa CML 70 2 0 21 May 2024
Causal inference approach to appraise long-term effects of maintenance policy on functional performance of asphalt pavements Lingyun You Nanning Guo Zhengwu Long Fusong Wang Chundi Si Aboelkasim Diab CML 64 0 0 06 May 2024
Adjustment Identification Distance: A gadjid for Causal Structure Learning Leonard Henckel Theo Würtzen Sebastian Weichwald CML 105 11 0 13 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 202 21 0 02 Feb 2024
SpaCE: The Spatial Confounding Environment Mauricio Tec A. Trisovic Michelle Audirac Sophie Woodward Jie Kate Hu N. Khoshnevis Francesca Dominici CML 86 3 0 01 Dec 2023
How to Enhance Causal Discrimination of Utterances: A Case on Affective Reasoning Hang Chen Jing Luo Xinyu Yang Wenjing Zhu CML 83 4 0 04 May 2023
Optimizing Data-driven Causal Discovery Using Knowledge-guided Search Uzma Hasan Md. Osman Gani CML 71 2 0 11 Apr 2023
A Survey on Causal Discovery Methods for I.I.D. and Time Series Data Uzma Hasan Emam Hossain Md. Osman Gani CML AI4TS 128 31 0 27 Mar 2023
Causal Discovery for Fairness Ruta Binkyt.e-Sadauskien.e K. Makhlouf Carlos Pinzón Sami Zhioua C. Palamidessi CML 78 18 0 14 Jun 2022
Causal Mediation Analysis with Hidden Confounders Lu Cheng Ruocheng Guo Huan Liu CML 91 16 0 21 Feb 2021