Revisiting Deep Learning Models for Tabular Data

22 June 2021

Papers citing "Revisiting Deep Learning Models for Tabular Data"

50 / 351 papers shown

Title
Self-Guided Masked Autoencoders for Domain-Agnostic Self-Supervised Learning Johnathan Xie Yoonho Lee Annie S. Chen Chelsea Finn 25 3 0 22 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
TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks Ben Feuer R. Schirrmeister Valeriia Cherepanova Chinmay Hegde Frank Hutter Micah Goldblum Niv Cohen Colin White 45 14 0 17 Feb 2024
Text-centric Alignment for Multi-Modality Learning Yun-Da Tsai Ting-Yu Yen Pei-Fu Guo Zhe-Yan Li Shou-De Lin 16 8 0 12 Feb 2024
Systematic Assessment of Tabular Data Synthesis Algorithms Yuntao Du Ninghui Li 35 4 0 09 Feb 2024
Weakly Supervised Anomaly Detection via Knowledge-Data Alignment Haihong Zhao Chenyi Zi Yang Liu Chen Zhang Yan Zhou Jia Li 36 7 0 06 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
A Survey on Self-Supervised Learning for Non-Sequential Tabular Data Wei-Yao Wang Wei-Wei Du Derek Xu Wei Wang Wenjie Peng LMTD 38 7 0 02 Feb 2024
Cloud-based XAI Services for Assessing Open Repository Models Under Adversarial Attacks Zerui Wang Yan Liu AAML 25 1 0 22 Jan 2024
MambaTab: A Plug-and-Play Model for Learning Tabular Data Md. Atik Ahamed Qiang Cheng Mamba LMTD 28 12 0 16 Jan 2024
DiConStruct: Causal Concept-based Explanations through Black-Box Distillation Ricardo Moreira Jacopo Bono Mário Cardoso Pedro Saleiro Mário A. T. Figueiredo P. Bizarro CML 28 4 0 16 Jan 2024
Estimating Model Performance Under Covariate Shift Without Labels Jakub Bialek W. Kuberski Nikolaos Perrakis Albert Bifet 39 2 0 16 Jan 2024
Fusing Echocardiography Images and Medical Records for Continuous Patient Stratification Nathan Painchaud P. Courand Pierre-Marc Jodoin Nicolas Duchateau Olivier Bernard 39 2 0 15 Jan 2024
Attention versus Contrastive Learning of Tabular Data -- A Data-centric Benchmarking S. B. Rabbani Ivan V. Medri Manar D. Samad 15 8 0 08 Jan 2024
Robust Calibration For Improved Weather Prediction Under Distributional Shift Sankalp Gilda Neel Bhandari Wendy Mak Andrea Panizza UQCV OOD 11 1 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
SwitchTab: Switched Autoencoders Are Effective Tabular Learners Jing Wu Suiyao Chen Qi Zhao Renat Sergazinov Chen Li ... Tianpei Xie Hanqing Guo Cheng Ji Daniel Cociorva Hakan Brunzel SSL 56 37 0 04 Jan 2024
On the selection and effectiveness of pseudo-absences for species distribution modeling with deep learning Robin Zbinden Nina Van Tiel B. Kellenberger L. Hughes D. Tuia 22 11 0 03 Jan 2024
Improve Fidelity and Utility of Synthetic Credit Card Transaction Time Series from Data-centric Perspective Din-Yin Hsieh ChiHua Wang Guang Cheng AI4TS 26 5 0 01 Jan 2024
Comparative Evaluation of Anomaly Detection Methods for Fraud Detection in Online Credit Card Payments Hugo Thimonier Fabrice Popineau Arpad Rimmel Bich-Liên Doan Fabrice Daniel 24 6 0 21 Dec 2023
Can Physician Judgment Enhance Model Trustworthiness? A Case Study on Predicting Pathological Lymph Nodes in Rectal Cancer Kazuma Kobayashi Yasuyuki Takamizawa M. Miyake Sono Ito Lin Gu Tatsuya Nakatsuka Yu Akagi Tatsuya Harada Y. Kanemitsu Ryuji Hamamoto 32 2 0 15 Dec 2023
Benchmarking Distribution Shift in Tabular Data with TableShift Josh Gardner Zoran Popovic Ludwig Schmidt OOD 24 32 0 10 Dec 2023
Labrador: Exploring the Limits of Masked Language Modeling for Laboratory Data David R. Bellamy Bhawesh Kumar Cindy Wang Andrew L. Beam MedIm 30 3 0 09 Dec 2023
Relational Deep Learning: Graph Representation Learning on Relational Databases Matthias Fey Weihua Hu Kexin Huang J. E. Lenssen Rishabh Ranjan Joshua Robinson Rex Ying Jiaxuan You J. Leskovec GNN 42 30 0 07 Dec 2023
Simplifying Neural Network Training Under Class Imbalance Ravid Shwartz-Ziv Micah Goldblum Yucen Lily Li C. Bayan Bruss Andrew Gordon Wilson 31 14 0 05 Dec 2023
GFS: Graph-based Feature Synthesis for Prediction over Relational Databases Han Zhang Quan Gan David Wipf Weinan Zhang 23 6 0 04 Dec 2023
Wild-Tab: A Benchmark For Out-Of-Distribution Generalization In Tabular Regression Sergey Kolesnikov CML OOD 17 4 0 04 Dec 2023
Classification of Tabular Data by Text Processing Keshav Ramani Daniel Borrajo LMTD 14 0 0 21 Nov 2023
NNG-Mix: Improving Semi-supervised Anomaly Detection with Pseudo-anomaly Generation Hao Dong Gaëtan Frusque Yue Zhao Eleni Chatzi Olga Fink AAML 35 5 0 20 Nov 2023
Leveraging Uncertainty Estimates To Improve Classifier Performance Gundeep Arora S. Merugu Anoop Saladi R. Rastogi 22 1 0 20 Nov 2023
Unveiling the Power of Self-Attention for Shipping Cost Prediction: The Rate Card Transformer Aditya Sreekar Berrin Yanıko˘glu Varun Madhavan Abhishek Persad 12 0 0 20 Nov 2023
Tabular Few-Shot Generalization Across Heterogeneous Feature Spaces Max Zhu Katarzyna Kobalczyk Andrija Petrović Mladen Nikolic M. Schaar Boris Delibasic Petro Lio 25 2 0 16 Nov 2023
Self-supervised learning of multi-omics embeddings in the low-label, high-data regime Christian John Hurry Emma Slade 32 0 0 16 Nov 2023
Model Agnostic Explainable Selective Regression via Uncertainty Estimation Andrea Pugnana Carlos Mougan Dan Saattrup Nielsen 46 0 0 15 Nov 2023
On the Importance of Step-wise Embeddings for Heterogeneous Clinical Time-Series Rita Kuznetsova Alizée Pace Manuel Burger Hugo Yèche Gunnar Rätsch AI4TS 39 5 0 15 Nov 2023
Tabdoor: Backdoor Vulnerabilities in Transformer-based Neural Networks for Tabular Data Bart Pleiter Behrad Tajalli Stefanos Koffas Gorka Abad Jing Xu Martha Larson S. Picek LMTD AAML 42 1 0 13 Nov 2023
Fine-Tuning the Retrieval Mechanism for Tabular Deep Learning Felix den Breejen Sangmin Bae Stephen Cha Tae-Young Kim Seoung Hyun Koh SeYoung Yun 35 3 0 13 Nov 2023
Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions Samyak Jain Manuel Burger Gunnar Rätsch Rita Kuznetsova 11 3 0 13 Nov 2023
Enhancing Actuarial Non-Life Pricing Models via Transformers Alexej Brauer 24 3 0 10 Nov 2023
A Performance-Driven Benchmark for Feature Selection in Tabular Deep Learning Valeriia Cherepanova Roman Levin Gowthami Somepalli Jonas Geiping C. Bayan Bruss Andrew Gordon Wilson Tom Goldstein Micah Goldblum 28 18 0 10 Nov 2023
TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML Applications David Salinas Nick Erickson 24 10 0 06 Nov 2023
Language Model Training Paradigms for Clinical Feature Embeddings Yurong Hu Manuel Burger Gunnar Rätsch Rita Kuznetsova 33 0 0 01 Nov 2023
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions Luca Longo Mario Brcic Federico Cabitza Jaesik Choi Roberto Confalonieri ... Andrés Páez Wojciech Samek Johannes Schneider Timo Speith Simone Stumpf 32 189 0 30 Oct 2023
ReConTab: Regularized Contrastive Representation Learning for Tabular Data Suiyao Chen Jing Wu N. Hovakimyan Handong Yao 39 33 0 28 Oct 2023
RDBench: ML Benchmark for Relational Databases Zizhao Zhang Yi Yang Lutong Zou He Wen Tao Feng Jiaxuan You 25 2 0 25 Oct 2023
Unlocking the Transferability of Tokens in Deep Models for Tabular Data Qi-Le Zhou Han-Jia Ye Le-Ye Wang De-Chuan Zhan 29 7 0 23 Oct 2023
Learning Interpretable Rules for Scalable Data Representation and Classification Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 30 6 0 22 Oct 2023
FATA-Trans: Field And Time-Aware Transformer for Sequential Tabular Data Dongyu Zhang Liang Wang Xin Dai Shubham Jain Junpeng Wang Yujie Fan Chin-Chia Michael Yeh Yan Zheng Zhongfang Zhuang Wei Zhang LMTD AI4TS 57 9 0 20 Oct 2023
Fairer and More Accurate Tabular Models Through NAS Richeek Das Samuel Dooley 23 4 0 18 Oct 2023
Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space Hengrui Zhang Jiani Zhang Balasubramaniam Srinivasan Zhengyuan Shen Xiao Qin Christos Faloutsos Huzefa Rangwala George Karypis DiffM 31 82 0 14 Oct 2023