Machine Learning · Computer Science
Universal Embeddings of Tabular Data
Astrid Franz, Frederik Hoppe, Marianne Michaelis, Udo Göbel
2025-07-09
Machine Learning · Computer Science
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark
Lasse Hansen, Nabeel Seedat, Mihaela van der Schaar, Andrija Petrovic
2023-10-27
Artificial Intelligence · Computer Science
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities
Maria F. Davila R., Sven Groen, Fabian Panse, Wolfram Wingerath
2024-06-03
Machine Learning · Computer Science
Synthetic Tabular Data: Methods, Attacks and Defenses
Graham Cormode, Samuel Maddock, Enayat Ullah, Shripad Gade
2025-06-09
Machine Learning · Computer Science
Auto-FP: An Experimental Study of Automated Feature Preprocessing for Tabular Data
Danrui Qi, Jinglin Peng, Yongjun He, Jiannan Wang
2026-04-16
Machine Learning · Computer Science
A Systematic Framework for Tabular Data Disentanglement
Ivan Tjuawinata, Andre Gunawan, Anh Quan Tran, Nitish Kumar +5
2026-04-10
Machine Learning · Computer Science
Tabular Data: Is Deep Learning all you need?
Guri Zabërgja, Arlind Kadra, Christian M. M. Frey, Josif Grabocka
2025-10-07
Machine Learning · Computer Science
Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI
Lingxi Cui, Huan Li, Ke Chen, Lidan Shou +1
2024-08-01
Machine Learning · Computer Science
A Comprehensive Survey of Synthetic Tabular Data Generation
Ruxue Shi, Yili Wang, Mengnan Du, Xu Shen +2
2025-07-18
Databases · Computer Science
Contextual Graph Embeddings: Accounting for Data Characteristics in Heterogeneous Data Integration
Yuka Haruki, Shigeru Ishikura, Kazuya Demachi, Teruaki Hayashi
2025-11-13
Databases · Computer Science
Improving Schema Matching with Linked Data
Ahmad Assaf, Eldad Louw, Aline Senart, Corentin Follenfant +2
2012-05-16
Machine Learning · Computer Science
AutoG: Towards automatic graph construction from tabular data
Zhikai Chen, Han Xie, Jian Zhang, Xiang song +3
2025-11-13
Computer Vision and Pattern Recognition · Computer Science
Handling big tabular data of ICT supply chains: a multi-task, machine-interpretable approach
Bin Xiao, Murat Simsek, Burak Kantarci, Ala Abu Alkheir
2023-08-22
Machine Learning · Computer Science
Cross-table Synthetic Tabular Data Detection
G. Charbel N. Kindji, Lina Maria Rojas-Barahona, Elisa Fromont, Tanguy Urvoy
2024-12-19
Machine Learning · Computer Science
Synthetic Tabular Data Detection In the Wild
G. Charbel N. Kindji, Elisa Fromont, Lina Maria Rojas-Barahona, Tanguy Urvoy
2025-03-05
Databases · Computer Science
Towards an Integrated Platform for Big Data Analysis
Mahdi Bohlouli, Frank Schulz, Lefteris Angelis, David Pahor +3
2020-04-29
Databases · Computer Science
An Automatic Schema-Instance Approach for Merging Multidimensional Data Warehouses
Yuzhao Yang, Jérôme Darmont, Franck Ravat, Olivier Teste
2021-07-27
Machine Learning · Computer Science
Structured Evaluation of Synthetic Tabular Data
Scott Cheng-Hsin Yang, Baxter Eaves, Michael Schmidt, Ken Swanson +1
2024-04-01
Machine Learning · Computer Science
LLM Embeddings for Deep Learning on Tabular Data
Boshko Koloski, Andrei Margeloiu, Xiangjian Jiang, Blaž Škrlj +2
2025-02-18
Machine Learning · Computer Science
AutoCross: Automatic Feature Crossing for Tabular Data in Real-World Applications
Yuanfei Luo, Mengshuo Wang, Hao Zhou, Quanming Yao +4
2019-07-16