T2G-Former: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction

30 November 2022

Jintai Chen

Papers citing "T2G-Former: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction"

26 / 26 papers shown

Title
Transfer Learning of Tabular Data by Finetuning Large Language Models S. B. Rabbani Ibna Kowsar Manar D. Samad LMTD 48 1 0 12 Jan 2025
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 83 0 0 14 Dec 2024
TabM: Advancing Tabular Deep Learning with Parameter-Efficient Ensembling Yury Gorishniy Akim Kotelnikov Artem Babenko LMTD MoE 92 6 0 31 Oct 2024
TabSeq: A Framework for Deep Learning on Tabular Data via Sequential Ordering A. Habib Kesheng Wang Mary-Anne Hartley Gianfranco Doretto Donald Adjeroh LMTD 35 1 0 17 Oct 2024
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data Andrej Tschalzev Sascha Marton Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt LMTD 39 4 0 02 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
Tokenize features, enhancing tables: the FT-TABPFN model for tabular classification Quangao Liu Wei Yang Chen Liang Longlong Pang Zhuozhang Zou 28 1 0 11 Jun 2024
Cross-Table Pretraining towards a Universal Function Space for Heterogeneous Tabular Data Jintai Chen Zhen Lin Qiyuan Chen Jimeng Sun LMTD 36 0 0 01 Jun 2024
Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains Kyungeun Lee Ye Seul Sim Hye-Seung Cho Moonjung Eo Suhee Yoon Sanghyu Yoon Woohyung Lim SSL 35 5 0 13 May 2024
BiSHop: Bi-Directional Cellular Learning for Tabular Data with Generalized Sparse Modern Hopfield Model Chenwei Xu Yu-Chao Huang Jerry Yao-Chieh Hu Weijian Li Ammar Gilani H. Goan Han Liu 52 19 0 04 Apr 2024
Making Pre-trained Language Models Great on Tabular Prediction Jiahuan Yan Bo Zheng Hongxia Xu Yiheng Zhu Danny Chen Jimeng Sun Jian Wu Jintai Chen LMTD 31 37 0 04 Mar 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
HyperFast: Instant Classification for Tabular Data David Bonet D. M. Montserrat Xavier Giró-i-Nieto A. Ioannidis 46 15 0 22 Feb 2024
Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning Yi Cheng Renjun Hu Haochao Ying Xing Shi Jian Wu Wei Lin LMTD 37 8 0 04 Feb 2024
Attention versus Contrastive Learning of Tabular Data -- A Data-centric Benchmarking S. B. Rabbani Ivan V. Medri Manar D. Samad 13 8 0 08 Jan 2024
Graph Neural Networks for Tabular Data Learning: A Survey with Taxonomy and Directions Cheng-Te Li Yu-Che Tsai Chih-Yao Chen Jay Chiehen Liao LMTD AI4CE 33 7 0 04 Jan 2024
Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification Jiahuan Yan Haojun Gao Zhang Kai Weize Liu Danny Chen Jian Wu Jintai Chen 23 3 0 28 Nov 2023
NCART: Neural Classification and Regression Tree for Tabular Data Jiaqi Luo Shi-qian Xu 17 8 0 23 Jul 2023
Towards Cross-Table Masked Pretraining for Web Data Mining Chaonan Ye Guoshan Lu Haobo Wang Liyao Li Sai Wu Gang Chen J. Zhao LMTD 34 13 0 10 Jul 2023
TabGSL: Graph Structure Learning for Tabular Data Prediction Jay Chiehen Liao Cheng Li LMTD 16 5 0 25 May 2023
ExcelFormer: A neural network surpassing GBDTs on tabular data Jintai Chen Jiahuan Yan Qiyuan Chen Danny Chen Jian Wu Jimeng Sun LMTD 38 22 0 07 Jan 2023
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks Haoyu Dong Zhoujun Cheng Xinyi He Mengyuan Zhou Anda Zhou Fan Zhou Ao Liu Shi Han Dongmei Zhang LMTD 65 64 0 24 Jan 2022
DANets: Deep Abstract Networks for Tabular Data Classification and Regression Jintai Chen Kuan-Yu Liao Yao Wan Danny Chen Jian Wu LMTD 33 48 0 06 Dec 2021
TabTransformer: Tabular Data Modeling Using Contextual Embeddings Xin Huang A. Khetan Milan Cvitkovic Zohar Karnin ViT LMTD 157 417 0 11 Dec 2020
Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data Sergei Popov S. Morozov Artem Babenko LMTD 91 294 0 13 Sep 2019
Quasi-hyperbolic momentum and Adam for deep learning Jerry Ma Denis Yarats ODL 84 129 0 16 Oct 2018