TransTab: Learning Transferable Tabular Transformers Across Tables

19 May 2022

Jimeng Sun

Papers citing "TransTab: Learning Transferable Tabular Transformers Across Tables"

49 / 49 papers shown

Title
Griffin: Towards a Graph-Centric Relational Database Foundation Model Yanbo Wang Xiyuan Wang Quan Gan Minjie Wang Qibin Yang David Wipf Muhan Zhang 27 0 0 08 May 2025
No Imputation of Missing Values In Tabular Data Classification Using Incremental Learning Manar D. Samad Kazi Fuad B. Akhter S. B. Rabbani Ibna Kowsar 19 0 0 20 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 35 0 0 17 Apr 2025
Datum-wise Transformer for Synthetic Tabular Data Detection in the Wild G. C. N. Kindji Elisa Fromont L. Rojas-Barahona Tanguy Urvoy 25 0 0 10 Apr 2025
TabKAN: Advancing Tabular Data Analysis using Kolmogorov-Arnold Network Ali Eslamian Alireza Afzal Aghaei Qiang Cheng LMTD 73 0 0 09 Apr 2025
TabNSA: Native Sparse Attention for Efficient Tabular Data Learning Ali Eslamian Qiang Cheng 38 0 0 12 Mar 2025
Synthetic Tabular Data Detection In the Wild G. C. N. Kindji Elisa Fromont L. Rojas-Barahona Tanguy Urvoy LMTD 53 1 0 03 Mar 2025
TabGLM: Tabular Graph Language Model for Learning Transferable Representations Through Multi-Modal Consistency Minimization Anay Majee Maria Xenochristou Wei-Peng Chen LMTD 41 0 0 26 Feb 2025
In-context learning of evolving data streams with tabular foundational models Afonso Lourenço João Gama Eric P. Xing Goreti Marreiros 48 0 0 24 Feb 2025
Data Analysis Prediction over Multiple Unseen Datasets: A Vector Embedding Approach Andreas Loizou Dimitrios Tsoumakos 26 0 0 24 Feb 2025
Tabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting Gyanendra Shrestha Chutain Jiang Sai Akula Vivek Yannam Anna Pyayt Michael Gubanov LMTD 89 0 0 20 Feb 2025
LLM Embeddings for Deep Learning on Tabular Data Boshko Koloski Andrei Margeloiu Xiangjian Jiang Blaž Škrlj Nikola Simidjievski M. Jamnik LMTD 72 0 0 17 Feb 2025
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems Si-Yang Liu Han-Jia Ye 61 5 0 04 Feb 2025
Zero-Shot Decision Tree Construction via Large Language Models Lucas Carrasco Felipe Urrutia Andrés Abeliuk 58 0 0 28 Jan 2025
Cross-table Synthetic Tabular Data Detection G. C. N. Kindji L. Rojas-Barahona Elisa Fromont Tanguy Urvoy LMTD 73 0 0 17 Dec 2024
APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning Hong-Wei Wu Wei Wang Kuang-Da Wang Wen-Chih Peng LMTD 81 0 0 14 Dec 2024
TabDeco: A Comprehensive Contrastive Framework for Decoupled Representations in Tabular Data Suiyao Chen Jing Wu Yunxiao Wang Cheng Ji Tianpei Xie Daniel Cociorva Michael Sharps Cecile Levasseur Hakan Brunzell LMTD 26 1 0 17 Nov 2024
Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning Carlos Huertas LMTD 30 1 0 06 Nov 2024
Enriching Tabular Data with Contextual LLM Embeddings: A Comprehensive Ablation Study for Ensemble Classifiers Gjergji Kasneci Enkelejda Kasneci LMTD 26 1 0 03 Nov 2024
A Survey on Deep Tabular Learning Shriyank Somvanshi Subasish Das Syed Aaqib Javed Gian Antariksa Ahmed Hossain LMTD 21 7 0 15 Oct 2024
Scalable Representation Learning for Multimodal Tabular Transactions Natraj Raman Sumitra Ganesh Manuela Veloso LMTD 19 0 0 10 Oct 2024
T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular Data Hugo Thimonier José Lucas De Melo Costa Fabrice Popineau Arpad Rimmel Bich-Liên Doan 46 1 0 07 Oct 2024
TrialSynth: Generation of Synthetic Sequential Clinical Trial Data Chufan Gao Mandis Beigi Afrah Shafquat Jacob Aptekar Jimeng Sun 14 0 0 11 Sep 2024
DeTPP: Leveraging Object Detection for Robust Long-Horizon Event Prediction Ivan Karpukhin Andrey Savchenko 13 1 0 23 Aug 2024
Language Modeling on Tabular Data: A Survey of Foundations, Techniques and Evolution Yucheng Ruan Xiang Lan Jingying Ma Yizhi Dong Kai He Mengling Feng LMTD 60 3 0 20 Aug 2024
Mambular: A Sequential Model for Tabular Deep Learning Anton Thielmann Manish Kumar Christoph Weisser Arik Reuter Benjamin Säfken Soheila Samiee Mamba LMTD 56 6 0 12 Aug 2024
Tabular Transfer Learning via Prompting LLMs Jaehyun Nam Woomin Song Seong Hyeon Park Jihoon Tack Sukmin Yun Jaehyung Kim Kyu Hwan Oh Jinwoo Shin RALM LMTD VPVLM 29 2 0 09 Aug 2024
Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI Lingxi Cui Huan Li Ke Chen Alexander Lerch Gang Chen LMTD 66 14 0 31 Jul 2024
Team up GBDTs and DNNs: Advancing Efficient and Effective Tabular Prediction with Tree-hybrid MLPs Jiahuan Yan Jintai Chen Qianxing Wang D. Z. Chen Jian Wu 16 3 0 13 Jul 2024
DALL-M: Context-Aware Clinical Data Augmentation with LLMs Chihcheng Hsieh Catarina Moreira Isabel Blanco Nobre Sandra Costa Sousa Chun Ouyang M. Brereton Joaquim A. Jorge Jacinto C. Nascimento 29 0 0 11 Jul 2024
TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data Siyi Du Shaoming Zheng Yinsong Wang Wenjia Bai D. O’Regan Chen Qin LMTD 23 3 0 10 Jul 2024
PTaRL: Prototype-based Tabular Representation Learning via Space Calibration Hangting Ye Wei Fan Xiaozhuang Song Shun Zheng He Zhao Dandan Guo Yi Chang OOD 27 18 0 07 Jul 2024
Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios Patricia A. Apellániz Ana Jiménez Borja Arroyo Galende J. Parras Santiago Zazo 33 0 0 03 Jul 2024
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data Andrej Tschalzev Sascha Marton Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt LMTD 18 1 0 02 Jul 2024
HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting? Ivan Karpukhin F. Shipilov Andrey Savchenko AI4TS 25 4 0 20 Jun 2024
Unveiling the Hidden Structure of Self-Attention via Kernel Principal Component Analysis R. Teo Tan M. Nguyen 35 4 0 19 Jun 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 85 18 0 15 May 2024
UniTabE: A Universal Pretraining Protocol for Tabular Foundation Model in Data Science Yazheng Yang Yuqi Wang Guangyi Liu Ledell Yu Wu Qi Liu LMTD 19 15 0 18 Jul 2023
Rethinking Data Augmentation for Tabular Data in Deep Learning Soma Onishi Shoya Meguro LMTD 10 14 0 17 May 2023
SPOT: Sequential Predictive Modeling of Clinical Trial Outcome with Meta-Learning Zifeng Wang Cao Xiao Jimeng Sun 6 17 0 07 Apr 2023
P-Transformer: A Prompt-based Multimodal Transformer Architecture For Medical Tabular Data Y. Ruan Xiang Lan Daniel J. Tan H. Abdullah Mengling Feng LMTD MedIm 23 1 0 30 Mar 2023
MedCLIP: Contrastive Learning from Unpaired Medical Images and Text Zifeng Wang Zhenbang Wu Dinesh Agarwal Jimeng Sun CLIP VLM MedIm 8 387 0 18 Oct 2022
Transfer Learning with Deep Tabular Models Roman Levin Valeriia Cherepanova Avi Schwarzschild Arpit Bansal C. B. Bruss Tom Goldstein A. Wilson Micah Goldblum OOD FedML LMTD 63 58 0 30 Jun 2022
DANets: Deep Abstract Networks for Tabular Data Classification and Regression Jintai Chen Kuan-Yu Liao Yao Wan D. Z. Chen Jian Wu LMTD 30 48 0 06 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
SurvTRACE: Transformers for Survival Analysis with Competing Events Zifeng Wang Jimeng Sun 27 67 0 02 Oct 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Yin Cui Boqing Gong ViT 229 573 0 22 Apr 2021
TabTransformer: Tabular Data Modeling Using Contextual Embeddings Xin Huang A. Khetan Milan Cvitkovic Zohar S. Karnin ViT LMTD 140 412 0 11 Dec 2020
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013