Causality for Tabular Data Synthesis: A High-Order Structure Causal
Benchmark Framework

Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework

12 June 2024

Hedvig Kjellström

Papers citing "Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework"

11 / 11 papers shown

Title
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 46 0 0 17 Apr 2025
How Well Does Your Tabular Generator Learn the Structure of Tabular Data? Xiangjian Jiang Nikola Simidjievski M. Jamnik LMTD 86 0 0 13 Mar 2025
CAUSAL3D: A Comprehensive Benchmark for Causal Learning from Visual Data Disheng Liu Yiran Qiao Wuche Liu Yiren Lu Yunlai Zhou Tuo Liang Yu Yin Jing Ma CML 3DV 61 0 0 06 Mar 2025
TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models Andrei Margeloiu Xiangjian Jiang Nikola Simidjievski M. Jamnik 38 5 0 24 Sep 2024
FiP: a Fixed-Point Approach for Causal Generative Modeling M. Scetbon Joel Jennings Agrin Hilmkil Cheng Zhang Chao Ma 40 2 0 10 Apr 2024
Structured Neural Networks for Density Estimation and Causal Inference Asic Q. Chen Ruian Shi Xiang Gao Ricardo Baptista Rahul G. Krishnan CML TPM 37 4 0 03 Nov 2023
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark Lasse Hansen Nabeel Seedat M. Schaar Andrija Petrović 44 19 0 25 Oct 2023
STaSy: Score-based Tabular data Synthesis Jayoung Kim C. Lee Noseong Park DiffM 56 59 0 08 Oct 2022
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 59 186 0 17 Feb 2021
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 156 569 0 19 Mar 2017
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 224 628 0 20 Feb 2013