TabNet: Attentive Interpretable Tabular Learning

20 August 2019

Tomas Pfister

Papers citing "TabNet: Attentive Interpretable Tabular Learning"

50 / 405 papers shown

Title
Pretrained deep models outperform GBDTs in Learning-To-Rank under label scarcity Charlie Hou K. K. Thekumparampil Michael Shavlovsky Giulia Fanti Yesh Dattatreya Sujay Sanghavi LMTD 13 1 0 31 Jul 2023
TMPNN: High-Order Polynomial Regression Based on Taylor Map Factorization Andrei Ivanov Stefan Maria Ailuro 24 1 0 30 Jul 2023
NCART: Neural Classification and Regression Tree for Tabular Data Jiaqi Luo Shi-qian Xu 17 8 0 23 Jul 2023
FinPT: Financial Risk Prediction with Profile Tuning on Pretrained Foundation Models Yuwei Yin Yazheng Yang Jian Yang Qi Liu 18 12 0 22 Jul 2023
Exploiting Field Dependencies for Learning on Categorical Data Zhibin Li Piotr Koniusz Lu Zhang D. Pagendam Peyman Moghadam 23 4 0 18 Jul 2023
UniTabE: A Universal Pretraining Protocol for Tabular Foundation Model in Data Science Yazheng Yang Yuqi Wang Guangyi Liu Ledell Yu Wu Qi Liu LMTD 32 16 0 18 Jul 2023
Tabular Machine Learning Methods for Predicting Gas Turbine Emissions Rebecca Potts R. Hackney Georgios Leontidis 19 3 0 17 Jul 2023
$Performance of $\ell_1$ Regularization for Sparse Convex Optimization$ Performance of $\ell_1$ Regularization for Sparse Convex Optimization Kyriakos Axiotis T. Yasuda 25 0 0 14 Jul 2023
HYTREL: Hypergraph-enhanced Tabular Data Representation Learning Pei Chen Soumajyoti Sarkar Leonard Lausen Balasubramaniam Srinivasan Sheng Zha Ruihong Huang George Karypis LMTD 28 33 0 14 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
Bidirectional Attention as a Mixture of Continuous Word Experts Kevin Christian Wibisono Yixin Wang MoE 13 0 0 08 Jul 2023
TablEye: Seeing small Tables through the Lens of Images Seungeun Lee Sang-Chul Lee LMTD 21 1 0 04 Jul 2023
Enhancing Representation Learning on High-Dimensional, Small-Size Tabular Data: A Divide and Conquer Method with Ensembled VAEs Navindu Leelarathna Andrei Margeloiu M. Jamnik Nikola Simidjievski DRL 19 1 0 27 Jun 2023
Homological Neural Networks: A Sparse Architecture for Multivariate Complexity Yuanrong Wang Antonio Briola T. Aste 36 5 0 27 Jun 2023
ProtoGate: Prototype-based Neural Networks with Global-to-local Feature Selection for Tabular Biomedical Data Xiangjian Jiang Andrei Margeloiu Nikola Simidjievski M. Jamnik OOD 34 10 0 21 Jun 2023
RoTaR: Efficient Row-Based Table Representation Learning via Teacher-Student Training Zui Chen Lei Cao S. Madden 22 0 0 20 Jun 2023
Virtual Human Generative Model: Masked Modeling Approach for Learning Human Characteristics Kenta Oono Nontawat Charoenphakdee K. Bito Zhengyan Gao Yoshiaki Ota ... Kohei Hayashi Yuki Saito Koki Tsuda Hiroshi Maruyama K. Hayashi 30 1 0 19 Jun 2023
Stochastic Re-weighted Gradient Descent via Distributionally Robust Optimization Ramnath Kumar Kushal Majmundar Dheeraj M. Nagaraj A. Suggala ODL 24 6 0 15 Jun 2023
In Search of netUnicorn: A Data-Collection Platform to Develop Generalizable ML Models for Network Security Problems Roman Beltiukov Wenbo Guo Arpit Gupta W. Willinger 25 14 0 15 Jun 2023
Between-Sample Relationship in Learning Tabular Data Using Graph and Attention Networks S. B. Rabbani Manar D. Samad CML GNN 6 2 0 11 Jun 2023
$Enabling tabular deep learning when $d \gg n$ with an auxiliary knowledge graph$ Enabling tabular deep learning when $d \gg n$ with an auxiliary knowledge graph Camilo Ruiz Hongyu Ren Kexin Huang J. Leskovec 25 2 0 07 Jun 2023
Transferable Adversarial Robustness for Categorical Data via Universal Robust Embeddings Klim Kireev Maksym Andriushchenko Carmela Troncoso Nicolas Flammarion OOD 27 1 0 06 Jun 2023
Prediction of Post-Operative Renal and Pulmonary Complications Using Transformers Reza Shirkavand Fei Zhang Heng-Chiao Huang MedIm AI4CE 17 0 0 01 Jun 2023
Joint Latent Topic Discovery and Expectation Modeling for Financial Markets Lili Wang Chenghan Huang Chongyang Gao Weicheng Ma Soroush Vosoughi AIFin 22 1 0 01 Jun 2023
Beyond Rankings: Exploring the Impact of SERP Features on Organic Click-through Rates Erik Fubel Niclas Michael Groll Patrick Gundlach Qiwei Han Maximilian Kaiser 19 5 0 31 May 2023
Trompt: Towards a Better Deep Neural Network for Tabular Data Kuan-Yu Chen Ping-Han Chiang Hsin-Rung Chou Tingwei Chen Tien-Hao Chang VPVLM LMTD VLM 21 23 0 29 May 2023
LANISTR: Multimodal Learning from Structured and Unstructured Data Sayna Ebrahimi Sercan Ö. Arik Yihe Dong Tomas Pfister 20 4 0 26 May 2023
Incomplete Multimodal Learning for Complex Brain Disorders Prediction Reza Shirkavand Liang Zhan Heng-Chiao Huang Li Shen Paul M. Thompson 11 3 0 25 May 2023
TabGSL: Graph Structure Learning for Tabular Data Prediction Jay Chiehen Liao Cheng Li LMTD 16 5 0 25 May 2023
Patient Outcome Predictions Improve Operations at a Large Hospital Network Liangyuan Na Kimberly Villalobos Carballo J. Pauphilet Ali Haddad-Sisakht D. Kombert ... Andrew Castiglione Maram Khalifa Pooja Hebbal Barry Stein Dimitris Bertsimas OOD 24 5 0 25 May 2023
Multi-modal Machine Learning for Vehicle Rating Predictions Using Image, Text, and Parametric Data Hanqi Su Binyang Song Faez Ahmed 23 6 0 24 May 2023
Beyond Individual Input for Deep Anomaly Detection on Tabular Data Hugo Thimonier Fabrice Popineau Arpad Rimmel Bich-Liên Doan 16 5 0 24 May 2023
SMAP: A Novel Heterogeneous Information Framework for Scenario-based Optimal Model Assignment Zekun Qiu Zhipu Xie Ze-Yu Ji Yuhao Mao Ke Cheng 12 0 0 23 May 2023
MediTab: Scaling Medical Tabular Data Predictors via Data Consolidation, Enrichment, and Refinement Zifeng Wang Chufan Gao Cao Xiao Jimeng Sun LMTD 20 12 0 20 May 2023
Self-Reinforcement Attention Mechanism For Tabular Learning Kodjo Mawuena Amekoe M. Dilmi Hanene Azzag M. Lebbah Zaineb Chelly Dagdia Gregoire Jaffre 37 0 0 19 May 2023
GraphFC: Customs Fraud Detection with Label Scarcity Karandeep Singh Yu-Che Tsai Cheng-Te Li Meeyoung Cha Shou-de Lin 16 7 0 19 May 2023
A Scalable Walsh-Hadamard Regularizer to Overcome the Low-degree Spectral Bias of Neural Networks Ali Gorji Andisheh Amrollahi A. Krause 11 4 0 16 May 2023
Generative Table Pre-training Empowers Models for Tabular Prediction T. Zhang Shaowen Wang Shuicheng Yan Jian Li Qian Liu LMTD 22 38 0 16 May 2023
Differentiating Viral and Bacterial Infections: A Machine Learning Model Based on Routine Blood Test Values Gregor Guncar M. Kukar Tim Smole Saso Moskon T. Vovko ... M. Brvar Mateja Notar Manca Köster Marjeta Tuvsek Jelenc Marko Notar 13 3 0 13 May 2023
XMI-ICU: Explainable Machine Learning Model for Pseudo-Dynamic Prediction of Mortality in the ICU for Heart Attack Patients Munib Mesinovic Peter Watkinson Ting Zhu 17 3 0 10 May 2023
When Do Neural Nets Outperform Boosted Trees on Tabular Data? Duncan C. McElfresh Sujay Khandagale Jonathan Valverde C. VishakPrasad Ben Feuer Chinmay Hegde Ganesh Ramakrishnan Micah Goldblum Colin White LMTD 26 129 0 04 May 2023
Standardized Benchmark Dataset for Localized Exposure to a Realistic Source at 10 $-$ 90 GHz A. Kapetanović D. Poljak Kun Li 16 0 0 03 May 2023
To Compress or Not to Compress- Self-Supervised Learning and Information Theory: A Review Ravid Shwartz-Ziv Yann LeCun SSL 27 71 0 19 Apr 2023
Cultural-aware Machine Learning based Analysis of COVID-19 Vaccine Hesitancy Raed Alharbi Sylvia M. Chan-Olmsted Huan-huan Chen My T. Thai 6 2 0 14 Apr 2023
Correcting Model Misspecification via Generative Adversarial Networks Pronoma Banerjee Manasi V Gude Rajvi J Sampat Sharvari M Hedaoo S. Dhavala Snehanshu Saha 19 0 0 07 Apr 2023
HyperTab: Hypernetwork Approach for Deep Learning on Small Tabular Datasets Witold Wydmański Oleksii Bulenok Marek Śmieja LMTD 22 12 0 07 Apr 2023
SLM: End-to-end Feature Selection via Sparse Learnable Masks Yihe Dong Sercan Ö. Arik 27 3 0 06 Apr 2023
Multi-annotator Deep Learning: A Probabilistic Framework for Classification M. Herde Denis Huseljic Bernhard Sick 23 9 0 05 Apr 2023
A Brief Review of Explainable Artificial Intelligence in Healthcare Zahra Sadeghi R. Alizadehsani M. Cifci Samina Kausar Rizwan Rehman ... A. Shoeibi H. Moosaei Milan Hladík Saeid Nahavandi P. Pardalos 19 13 0 04 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 42 1 0 30 Mar 2023