v1v2 (latest)

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

AAAI Conference on Artificial Intelligence (AAAI), 2022

30 November 2022

Jintai Chen

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

26 / 26 papers shown

Title
Graph-based Tabular Deep Learning Should Learn Feature Interactions, Not Just Make Predictions Elias Dubbeldam Reza Mohammadi M. Schoonhoven Ş. Birbil LMTD 224 0 0 06 Oct 2025
Towards Interpretable Deep Neural Networks for Tabular Data Khawla Elhadri Jorg Schlotterer Christin Seifert LMTD 173 0 0 10 Sep 2025
Modern Neural Networks for Small Tabular Datasets: The New Default for Field-Scale Digital Soil Mapping? Viacheslav Barkov Jonas Schmidinger Robin Gebbers Martin Atzmueller 56 1 0 13 Aug 2025
Cross-Modality Masked Learning for Survival Prediction in ICI Treated NSCLC PatientsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Qilong Xing Zikai Song Bingxin Gong Lian Yang Junqing Yu Wei-Guo Yang 136 2 0 09 Jul 2025
Challenging Gradient Boosted Decision Trees with Tabular Transformers for Fraud Detection at Booking.com Sergei Krutikov Bulat Khaertdinov Rodion Kiriukhin Shubham Agrawal Mozhdeh Ariannezhad Kees Jan de Vries LMTD 234 0 0 01 Jul 2025
Transfer Learning of Tabular Data by Finetuning Large Language ModelsInternational Conference on Electrical and Control Engineering (ICECE), 2024 S. B. Rabbani Ibna Kowsar Manar D. Samad LMTD 240 3 0 12 Jan 2025
APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-TuningAAAI Conference on Artificial Intelligence (AAAI), 2024 Hong-Wei Wu Wei Wang Kuang-Da Wang Chao-Han Huck Yang LMTD 350 1 0 14 Dec 2024
TabM: Advancing Tabular Deep Learning with Parameter-Efficient EnsemblingInternational Conference on Learning Representations (ICLR), 2024 Yury Gorishniy Akim Kotelnikov Artem Babenko LMTD MoE 671 40 0 31 Oct 2024
TabSeq: A Framework for Deep Learning on Tabular Data via Sequential OrderingInternational Conference on Pattern Recognition (ICPR), 2024 A. Habib Kesheng Wang Mary-Anne Hartley Gianfranco Doretto Donald Adjeroh LMTD 241 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 301 9 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 365 5 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 225 3 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 183 3 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 170 14 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 179 23 0 04 Apr 2024
Making Pre-trained Language Models Great on Tabular Prediction Jiahuan Yan Bo Zheng Hongxia Xu Yiheng Zhu Benlin Liu Jimeng Sun Jian Wu Jintai Chen LMTD 221 61 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 476 161 0 27 Feb 2024
HyperFast: Instant Classification for Tabular Data David Bonet D. M. Montserrat Xavier Giró-i-Nieto A. Ioannidis 163 26 0 22 Feb 2024
Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning Yi Cheng Renjun Hu Haochao Ying Xing Shi Jian Wu Jialin Li LMTD 218 14 0 04 Feb 2024
Attention versus Contrastive Learning of Tabular Data -- A Data-centric BenchmarkingInternational Journal of Data Science and Analysis (JDSA), 2024 S. B. Rabbani Ivan V. Medri Manar D. Samad 268 9 0 08 Jan 2024
Graph Neural Networks for Tabular Data Learning: A Survey with Taxonomy and DirectionsACM Computing Surveys (ACM CSUR), 2024 Cheng-Te Li Yu-Che Tsai Chih-Yao Chen Jay Chiehen Liao LMTD AI4CE 213 21 0 04 Jan 2024
Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Jiahuan Yan Haojun Gao Zhang Kai Weize Liu Benlin Liu Jian Wu Jintai Chen 170 6 0 28 Nov 2023
NCART: Neural Classification and Regression Tree for Tabular DataPattern Recognition (Pattern Recogn.), 2023 Jiaqi Luo Shi-qian Xu 188 18 0 23 Jul 2023
Towards Cross-Table Masked Pretraining for Web Data MiningThe Web Conference (WWW), 2023 Chaonan Ye Guoshan Lu Haobo Wang Liyao Li Sai Wu Gang Chen Jiaqi Zhao LMTD 211 21 0 10 Jul 2023
TabGSL: Graph Structure Learning for Tabular Data Prediction Jay Chiehen Liao Cheng Li LMTD 131 5 0 25 May 2023
ExcelFormer: A neural network surpassing GBDTs on tabular data Jintai Chen Jiahuan Yan Qiyuan Chen Benlin Liu Jian Wu Jimeng Sun LMTD 277 36 0 07 Jan 2023