TabNet: Attentive Interpretable Tabular Learning

20 August 2019

Tomas Pfister

Papers citing "TabNet: Attentive Interpretable Tabular Learning"

50 / 405 papers shown

Title
Advances and Applications of Computer Vision Techniques in Vehicle Trajectory Generation and Surrogate Traffic Safety Indicators Mohamed Abdel-Aty Zijin Wang Ou Zheng Amr Abdelraouf 29 33 0 27 Mar 2023
LEURN: Learning Explainable Univariate Rules with Neural Networks Çağlar Aytekin FAtt 29 0 0 27 Mar 2023
Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data Paul Hager M. Menten Daniel Rueckert 26 47 0 24 Mar 2023
Reckoning with the Disagreement Problem: Explanation Consensus as a Training Objective Avi Schwarzschild Max Cembalest K. Rao Keegan E. Hines John P Dickerson FAtt 13 5 0 23 Mar 2023
Efficient Multi-stage Inference on Tabular Data Daniel S Johnson Igor L. Markov 28 0 0 21 Mar 2023
NAISR: A 3D Neural Additive Model for Interpretable Shape Representation Yining Jiao C. Zdanski Julia Kimbell Andrew Prince Cameron P Worden ... Christopher Rutter Benjamin Shields William Dunn Jisan Mahmud Marc Niethammer 36 3 0 16 Mar 2023
Deep incremental learning models for financial temporal tabular datasets with distribution shifts Thomas Wong Mauricio Barahona OOD AIFin AI4TS 18 0 0 14 Mar 2023
Graph Neural Network contextual embedding for Deep Learning on Tabular Data Mario Villaizán-Vallelado Matteo Salvatori B. Carro Antonio J. Sánchez-Esguevillas AI4CE LMTD 28 14 0 11 Mar 2023
Investigating Group Distributionally Robust Optimization for Deep Imbalanced Learning: A Case Study of Binary Tabular Data Classification Ismail B. Mustapha S. Hasan Hatem S Y Nabbus M. Montaser S. Olatunji Siti Maryam Shamsuddin OOD 14 1 0 04 Mar 2023
Tiny Classifier Circuits: Evolving Accelerators for Tabular Data Konstantinos Iordanou Timothy Atkinson Emre Ozer Jedrzej Kufel J. Biggs Gavin Brown M. Luján 21 1 0 28 Feb 2023
Multi-Layer Attention-Based Explainability via Transformers for Tabular Data Andrea Trevino Gavito Diego Klabjan J. Utke LMTD 23 3 0 28 Feb 2023
Revisiting Self-Training with Regularized Pseudo-Labeling for Tabular Data Miwook Kim Juseong Kim Giltae Song 19 2 0 27 Feb 2023
Practical Knowledge Distillation: Using DNNs to Beat DNNs Chungman Lee Pavlos Anastasios Apostolopulos Igor L. Markov FedML 20 1 0 23 Feb 2023
Embeddings for Tabular Data: A Survey Rajat Singh Srikanta J. Bedathur LMTD 27 2 0 23 Feb 2023
A Gradient Boosting Approach for Training Convolutional and Deep Neural Networks S. Emami Gonzalo Martínez-Munoz 13 6 0 22 Feb 2023
Deep Active Learning in the Presence of Label Noise: A Survey Moseli Motsóehli Kyungim Baek NoLa VLM 34 5 0 22 Feb 2023
Q-Match: Self-Supervised Learning by Matching Distributions Induced by a Queue Thomas Mulc Debidatta Dwibedi SSL 10 0 0 10 Feb 2023
A Comparison of Decision Forest Inference Platforms from A Database Perspective Hong Guan Mahidhar Dwarampudi Venkatesh Gunda Hong Min Lei Yu Jia Zou 13 3 0 09 Feb 2023
Img2Tab: Automatic Class Relevant Concept Discovery from StyleGAN Features for Explainable Image Classification Y. Song S. K. Shyn Kwang-su Kim VLM 21 5 0 16 Jan 2023
ExcelFormer: A neural network surpassing GBDTs on tabular data Jintai Chen Jiahuan Yan Qiyuan Chen D. Z. Chen Jian Wu Jimeng Sun LMTD 38 22 0 07 Jan 2023
Deep Clustering of Tabular Data by Weighted Gaussian Distribution Learning S. B. Rabbani Ivan V. Medri Manar D. Samad 23 4 0 02 Jan 2023
Online learning techniques for prediction of temporal tabular datasets with regime changes Thomas Wong Mauricio Barahona OOD AI4TS 35 1 0 30 Dec 2022
Explainable AI for Bioinformatics: Methods, Tools, and Applications Md. Rezaul Karim Tanhim Islam Oya Beyan Christoph Lange Michael Cochez Dietrich-Rebholz Schuhmann Stefan Decker 26 68 0 25 Dec 2022
Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training Framework Zhenyu Li Xiuxing Li Sunqi Fan Jianyong Wang LMTD 28 4 0 20 Dec 2022
Randomized Quantization: A Generic Augmentation for Data Agnostic Self-supervised Learning Huimin Wu Chenyang Lei Xiao Sun Pengju Wang Qifeng Chen Kwang-Ting Cheng Stephen Lin Zhirong Wu MQ 30 5 0 19 Dec 2022
Optimizing a Digital Twin for Fault Diagnosis in Grid Connected Inverters -- A Bayesian Approach Pavol Mulinka Subham S. Sahoo Charalampos Kalalas P. H. Nardelli 14 3 0 07 Dec 2022
T2G-Former: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction Jiahuan Yan Jintai Chen YiXuan Wu D. Z. Chen Jian Wu 17 35 0 30 Nov 2022
Weight Predictor Network with Feature Selection for Small Sample Tabular Biomedical Data Andrei Margeloiu Nikola Simidjievski Pietro Lio' M. Jamnik 17 12 0 28 Nov 2022
SketchBoost: Fast Gradient Boosted Decision Tree for Multioutput Problems L. Iosipoi Anton Vakhrushev 17 7 0 23 Nov 2022
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation Josh Gardner Zoran Popovic Ludwig Schmidt OOD 24 22 0 23 Nov 2022
OpenFE: Automated Feature Generation with Expert-level Performance T. Zhang Zheyu Zhang Zhiyuan Fan Haoyan Luo Feng Liu Qian Liu Wei Cao Jian Li VLM 14 21 0 22 Nov 2022
Arbitrarily Large Labelled Random Satisfiability Formulas for Machine Learning Training D. Achlioptas Amrit Daswaney Periklis A. Papakonstantinou NAI BDL 10 0 0 21 Nov 2022
Local Contrastive Feature learning for Tabular Data Zhabiz Gharibshah Xingquan Zhu SSL 16 7 0 19 Nov 2022
The Missing Indicator Method: From Low to High Dimensions Mike Van Ness Tomas M. Bosschieter Roberto Halpin-Gregorio Madeleine Udell AI4TS 19 15 0 16 Nov 2022
CASPR: Customer Activity Sequence-based Prediction and Representation Pin-Jung Chen Sahil Bhatnagar Sagar Goyal D. Kowalczyk Mayank Shrivastava AI4TS 20 0 0 16 Nov 2022
GCondNet: A Novel Method for Improving Neural Networks on Small High-Dimensional Tabular Data Andrei Margeloiu Nikola Simidjievski Pietro Lio' M. Jamnik DD AI4CE 17 5 0 11 Nov 2022
Flaky Performances when Pretraining on Relational Databases Shengchao Liu David Vazquez Jian Tang Pierre-Andre Noel 26 2 0 09 Nov 2022
Predicting Treatment Adherence of Tuberculosis Patients at Scale Mihir Kulkarni Satvik Golechha Rishi Raj J. Sreedharan Ankit Bhardwaj ... Jayakrishna Kurada S. Mattoo R. Joshi K. Rade Alpa Raval 15 1 0 05 Nov 2022
Small Language Models for Tabular Data Benjamin L. Badger LMTD 14 2 0 05 Nov 2022
Reliability of CKA as a Similarity Measure in Deep Learning Mohammad-Javad Davari Stefan Horoi A. Natik Guillaume Lajoie Guy Wolf Eugene Belilovsky AAML 79 36 0 28 Oct 2022
TabMixer: Excavating Label Distribution Learning with Small-scale Features Weiyi Cong Zhuoran Zheng Xiuyi Jia 8 0 0 25 Oct 2022
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 46 210 0 19 Oct 2022
TractoSCR: A Novel Supervised Contrastive Regression Framework for Prediction of Neurocognitive Measures Using Multi-Site Harmonized Diffusion MRI Tractography Tengfei Xue Fan Zhang L. Zekelman Chaoyi Zhang Yuqian Chen ... W. Wells Yogesh Rathi N. Makris Weidong Cai L. O’Donnell 25 7 0 13 Oct 2022
Language Models are Realistic Tabular Data Generators V. Borisov Kathrin Seßler Tobias Leemann Martin Pawelczyk Gjergji Kasneci LMTD 22 222 0 12 Oct 2022
Higher-order Neural Additive Models: An Interpretable Machine Learning Model with Feature Interactions Minkyu Kim Hyunjin Choi Jinho Kim FAtt 30 8 0 30 Sep 2022
Sparse tree-based initialization for neural networks P. Lutz Ludovic Arnould Claire Boyer Erwan Scornet 36 2 0 30 Sep 2022
Sequential Attention for Feature Selection T. Yasuda M. Bateni Lin Chen Matthew Fahrbach Gang Fu Vahab Mirrokni 29 11 0 29 Sep 2022
A Robust and Explainable Data-Driven Anomaly Detection Approach For Power Electronics Alexander Beattie Pavol Mulinka Subham S. Sahoo I. Christou Charalampos Kalalas Daniel Gutierrez-Rojas P. H. Nardelli 23 5 0 23 Sep 2022
Tab2vox: CNN-Based Multivariate Multilevel Demand Forecasting Framework by Tabular-To-Voxel Image Conversion Euna Lee Myungwoo Nam Hongchul Lee 13 5 0 21 Sep 2022
PTab: Using the Pre-trained Language Model for Modeling Tabular Data Guangyi Liu Jie-jin Yang Ledell Yu Wu LMTD 63 34 0 15 Sep 2022