Deep Neural Networks and Tabular Data: A Survey

5 October 2021

Gjergji Kasneci

Papers citing "Deep Neural Networks and Tabular Data: A Survey"

50 / 301 papers shown

Title
A Survey on Deep Tabular Learning Shriyank Somvanshi Subasish Das Syed Aaqib Javed Gian Antariksa Ahmed Hossain LMTD 34 7 0 15 Oct 2024
Benchmarking the Fidelity and Utility of Synthetic Relational Data Valter Hudovernik Martin Jurkovič Erik Štrumbelj 46 2 0 04 Oct 2024
NRGBoost: Energy-Based Generative Boosted Trees João Bravo 45 0 0 04 Oct 2024
Developing Guidelines for Functionally-Grounded Evaluation of Explainable Artificial Intelligence using Tabular Data M. Velmurugan Chun Ouyang Yue Xu Renuka Sindhgatta B. Wickramanayake Catarina Moreira ELM LMTD XAI 29 0 0 30 Sep 2024
Gradient Boosting Decision Trees on Medical Diagnosis over Tabular Data A. Yarkın Yıldız Asli Kalayci LMTD 66 3 0 25 Sep 2024
TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models Andrei Margeloiu Xiangjian Jiang Nikola Simidjievski M. Jamnik 38 5 0 24 Sep 2024
Training Gradient Boosted Decision Trees on Tabular Data Containing Label Noise for Classification Tasks Anita Eisenburger Daniel Otten Anselm Hudde F. Hopfgartner NoLa 47 1 0 13 Sep 2024
PMLBmini: A Tabular Classification Benchmark Suite for Data-Scarce Applications Ricardo Knauer Marvin Grimm Erik Rodner LMTD 41 2 0 03 Sep 2024
CTG-KrEW: Generating Synthetic Structured Contextually Correlated Content by Conditional Tabular GAN with K-Means Clustering and Efficient Word Embedding Riya Samanta Bidyut Saha S. K. Ghosh Sajal K. Das 19 0 0 03 Sep 2024
Advancing Machine Learning in Industry 4.0: Benchmark Framework for Rare-event Prediction in Chemical Processes Vikram Sudarshan Warren D. Seider 54 1 0 31 Aug 2024
Deep Feature Embedding for Tabular Data Yuqian Wu Hengyi Luo Raymond S. T. Lee LMTD 28 4 0 30 Aug 2024
A Comprehensive Benchmark of Machine and Deep Learning Across Diverse Tabular Datasets Assaf Shmuel Oren Glickman Teddy Lazebnik LMTD 34 4 0 27 Aug 2024
Language Modeling on Tabular Data: A Survey of Foundations, Techniques and Evolution Yucheng Ruan Xiang Lan Jingying Ma Yizhi Dong Kai He Mengling Feng LMTD 65 3 0 20 Aug 2024
HySem: A context length optimized LLM pipeline for unstructured tabular extraction Narayanan PP A. P. N. Iyer 44 0 0 18 Aug 2024
TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases Thibault Simonetto Salah Ghamizi Maxime Cordy AAML OOD ELM 45 0 0 14 Aug 2024
Mambular: A Sequential Model for Tabular Deep Learning Anton Thielmann Manish Kumar Christoph Weisser Arik Reuter Benjamin Säfken Soheila Samiee Mamba LMTD 76 6 0 12 Aug 2024
GLEAMS: Bridging the Gap Between Local and Global Explanations Giorgio Visani Vincenzo Stanzione Damien Garreau FAtt 21 0 0 09 Aug 2024
Unveiling the Power of Sparse Neural Networks for Feature Selection Zahra Atashgahi Tennison Liu Mykola Pechenizkiy Raymond N. J. Veldhuis D. Mocanu M. Schaar 31 2 0 08 Aug 2024
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection Yuxin Wang Duanyu Feng Yongfu Dai Zhengyu Chen Jimin Huang Sophia Ananiadou Qianqian Xie Hao Wang 32 5 0 06 Aug 2024
Cross-Modality Clustering-based Self-Labeling for Multimodal Data Classification P. Zyblewski Leandro L. Minku 19 0 0 05 Aug 2024
Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI Lingxi Cui Huan Li Ke Chen Alexander Lerch Gang Chen LMTD 78 14 0 31 Jul 2024
Improving GBDT Performance on Imbalanced Datasets: An Empirical Study of Class-Balanced Loss Functions Jiaqi Luo Yuan Yuan Shixin Xu AI4CE 36 1 0 19 Jul 2024
A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction Nguyen Thach P. Habecker Bergen Johnston Lillianna Cervantes Anika R. Eisenbraun Alex Mason Kimberly Tyler Bilal Khan Hau Chan 23 0 0 17 Jul 2024
Investigating Imperceptibility of Adversarial Attacks on Tabular Data: An Empirical Analysis Zhipeng He Chun Ouyang Laith Alzubaidi Alistair Barros Catarina Moreira AAML 36 0 0 16 Jul 2024
Intelligent Cross-Organizational Process Mining: A Survey and New Perspectives Yiyuan Yang Zheshun Wu Yong Chu Zhenghua Chen Zenglin Xu Qingsong Wen 35 0 0 15 Jul 2024
Employing Sentence Space Embedding for Classification of Data Stream from Fake News Domain P. Zyblewski Jakub Klikowski Weronika Borek-Marciniec Pawel Ksieniewicz 36 0 0 15 Jul 2024
MonoSparse-CAM: Harnessing Monotonicity and Sparsity for Enhanced Tree Model Processing on CAMs Tergel Molom-Ochir Brady Taylor Hai Li Yiran Chen 21 0 0 12 Jul 2024
TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data Siyi Du Shaoming Zheng Yinsong Wang Wenjia Bai D. O’Regan Chen Qin LMTD 36 4 0 10 Jul 2024
TALENT: A Tabular Analytics and Learning Toolbox Si-Yang Liu Hao-Run Cai Qi-Le Zhou Han-Jia Ye LMTD 33 4 0 04 Jul 2024
Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios Patricia A. Apellániz Ana Jiménez Borja Arroyo Galende J. Parras Santiago Zazo 57 1 0 03 Jul 2024
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data Andrej Tschalzev Sascha Marton Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt LMTD 42 4 0 02 Jul 2024
Enabling Mixed Effects Neural Networks for Diverse, Clustered Data Using Monte Carlo Methods Andrej Tschalzev Paul Nitschke Lukas Kirchdorfer Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt 34 0 0 01 Jul 2024
Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIs Lokesh Mishra Sohayl Dhibi Yusik Kim Cesar Berrospi Ramis Shubham Gupta Michele Dolfi Peter W. J. Staar 53 2 0 27 Jun 2024
LaTable: Towards Large Tabular Models B. V. Breugel Jonathan Crabbé Rob Davis Mihaela van der Schaar LMTD 41 4 0 25 Jun 2024
AnnotatedTables: A Large Tabular Dataset with Language Model Annotations Yaojie Hu Ilias Fountalis Jin Tian N. Vasiloglou LMTD 36 3 0 24 Jun 2024
SimClone: Detecting Tabular Data Clones using Value Similarity Xu Yang Gopi Krishnan Rajbahadur Dayi Lin Shaowei Wang Zhen Ming Jiang 27 1 0 24 Jun 2024
Text Serialization and Their Relationship with the Conventional Paradigms of Tabular Machine Learning Kyoka Ono Simon A. Lee LMTD 24 7 0 19 Jun 2024
You can't handle the (dirty) truth: Data-centric insights improve pseudo-labeling Nabeel Seedat Nicolas Huynh F. Imrie Mihaela van der Schaar 46 0 0 19 Jun 2024
Large Scale Transfer Learning for Tabular Data via Language Modeling Josh Gardner Juan C. Perdomo Ludwig Schmidt LMTD 36 13 0 17 Jun 2024
P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models Shuo Yang Chenchen Yuan Yao Rong Felix Steinbauer Gjergji Kasneci 38 1 0 17 Jun 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 51 4 0 12 Jun 2024
Enhancing Tabular Data Optimization with a Flexible Graph-based Reinforced Exploration Strategy Xiaohan Huang Dongjie Wang Zhiyuan Ning Ziyue Qiao Qingqing Long Haowei Zhu Min Wu Yuanchun Zhou Meng Xiao OffRL 27 5 0 11 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
Retrieval & Fine-Tuning for In-Context Tabular Models Valentin Thomas Junwei Ma Rasa Hosseinzadeh Keyvan Golestan Guangwei Yu M. Volkovs Anthony L. Caterini 41 11 0 07 Jun 2024
CTSyn: A Foundational Model for Cross Tabular Data Generation Xiaofeng Lin Chenheng Xu Matthew Yang Guang Cheng 43 3 0 07 Jun 2024
Fuzzy Convolution Neural Networks for Tabular Data Classification Arun D. Kulkarni 26 1 0 04 Jun 2024
Diffusion Boosted Trees Xizewen Han Mingyuan Zhou AI4CE 36 0 0 03 Jun 2024
TabMDA: Tabular Manifold Data Augmentation for Any Classifier using Transformers with In-context Subsetting Andrei Margeloiu A. Bazaga Nikola Simidjievski Pietro Lió M. Jamnik LMTD 46 5 0 03 Jun 2024
Differentially Private Tabular Data Synthesis using Large Language Models Toan V. Tran Li Xiong SyDa 38 6 0 03 Jun 2024
Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data Thibault Simonetto Salah Ghamizi Maxime Cordy AAML OOD 41 2 0 02 Jun 2024