Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees

18 September 2023

Papers citing "Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees"

27 / 27 papers shown

Title
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 49 2 0 23 Apr 2025
Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions Zhong Li Qi Huang Lincen Yang Jiayang Shi Zhao Yang Niki van Stein Thomas Bäck M. Leeuwen DiffM 44 0 0 24 Feb 2025
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class Annie D'souza Swetha M Sunita Sarawagi 99 0 0 20 Feb 2025
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data P. Tiwald Ivona Krchova Andrey Sidorenko Mariana Vargas-Vieyra Mario Scriminaci Michael Platzer 47 1 0 21 Jan 2025
Generating Tabular Data Using Heterogeneous Sequential Feature Forest Flow Matching Ange-Clément Akazan Alexia Jolicoeur-Martineau Ioannis Mitliagkas 24 0 0 20 Oct 2024
NRGBoost: Energy-Based Generative Boosted Trees João Bravo 45 0 0 04 Oct 2024
Table Transformers for Imputing Textual Attributes Ting-Ruen Wei Yuan Wang Yoshitaka Inoue Hsin-Tai Wu Yi Fang LMTD 37 0 0 04 Aug 2024
Self-Supervision Improves Diffusion Models for Tabular Data Imputation Yixin Liu Thalaiyasingam Ajanthan Hisham Husain Vu-Linh Nguyen 44 9 0 25 Jul 2024
Unmasking Trees for Tabular Data Calvin McCarter 37 3 0 08 Jul 2024
Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework Ruibo Tu Zineb Senane Lele Cao Cheng Zhang Hedvig Kjellström G. Henter CML 48 4 0 12 Jun 2024
Treeffuser: Probabilistic Predictions via Conditional Diffusions with Gradient-Boosted Trees Nicolas Beltran-Velez Alessandro Antonio Grande Achille Nazaret A. Kucukelbir David M. Blei 41 3 0 11 Jun 2024
Diffusion Boosted Trees Xizewen Han Mingyuan Zhou AI4CE 36 0 0 03 Jun 2024
Unleashing the Potential of Diffusion Models for Incomplete Data Imputation Hengrui Zhang Liancheng Fang Philip S. Yu 40 5 0 31 May 2024
Generalization Bounds for Causal Regression: Insights, Guarantees and Sensitivity Analysis Daniel Csillag C. Struchiner G. Goedert OOD CML 19 2 0 15 May 2024
BUFF: Boosted Decision Tree based Ultra-Fast Flow matching Cheng Jiang Sitian Qian Huilin Qu 27 1 0 28 Apr 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 37 66 0 27 Feb 2024
Explicit Flow Matching: On The Theory of Flow Matching Algorithms with Applications Gleb Ryzhakov Svetlana Pavlova Egor Sevriugov Ivan V. Oseledets 28 0 0 05 Feb 2024
Continuous Diffusion for Mixed-Type Tabular Data Markus Mueller Kathrin Gruber Dennis Fok DiffM 53 5 0 16 Dec 2023
MissDiff: Training Diffusion Models on Tabular Data with Missing Values Yidong Ouyang Liyan Xie Chongxuan Li Guang Cheng DiffM 29 22 0 02 Jul 2023
STaSy: Score-based Tabular data Synthesis Jayoung Kim C. Lee Noseong Park DiffM 56 59 0 08 Oct 2022
Flexible Diffusion Modeling of Long Videos William Harvey Saeid Naderiparizi Vaden Masrani Christian Weilbach Frank D. Wood DiffM BDL VGen 176 285 0 23 May 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 233 1,355 0 24 Jan 2022
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 123 198 0 16 Feb 2021
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions Emiel Hoogeboom Didrik Nielsen P. Jaini Patrick Forré Max Welling DiffM 207 394 0 10 Feb 2021
Minibatch optimal transport distances; analysis and applications Kilian Fatras Younes Zine Szymon Majewski Rémi Flamary Rémi Gribonval Nicolas Courty OT 68 53 0 05 Jan 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 285 10,354 0 12 Dec 2018
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 177 4,222 0 04 May 2011