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
Integrating Explainable AI in Medical Devices: Technical, Clinical and Regulatory Insights and Recommendations Dima Alattal Asal Khoshravan Azar P. Myles Richard Branson Hatim Abdulhussein Allan Tucker 29 0 0 10 May 2025
Attention-enabled Explainable AI for Bladder Cancer Recurrence Prediction Saram Abbas Naeem Soomro R. Shafik Rakesh Heer Kabita Adhikari 51 0 0 30 Apr 2025
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models Jan Kapar Niklas Koenen Martin Jullum 64 0 0 29 Apr 2025
Tabular Data Adapters: Improving Outlier Detection for Unlabeled Private Data Dayananda Herurkar Jörn Hees Vesselin Tzvetkov Andreas Dengel 43 0 0 29 Apr 2025
Collaborative Multi-Agent Reinforcement Learning for Automated Feature Transformation with Graph-Driven Path Optimization Xiaohan Huang Dongjie Wang Zhiyuan Ning Ziyue Qiao Qingqing Long Haowei Zhu Yi Du Min-Ying Wu Yuanchun Zhou Meng Xiao 36 1 0 24 Apr 2025
No Imputation of Missing Values In Tabular Data Classification Using Incremental Learning Manar D. Samad Kazi Fuad B. Akhter S. B. Rabbani Ibna Kowsar 29 0 0 20 Apr 2025
Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond Yundi Zhang Paul Hager Che Liu Suprosanna Shit C. L. P. Chen Daniel Rueckert Jiazhen Pan 40 0 0 17 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 46 0 0 17 Apr 2025
Leveraging Machine Learning Models to Predict the Outcome of Digital Medical Triage Interviews Sofia Krylova Fabian Schmidt Vladimir Vlassov 34 0 0 16 Apr 2025
RO-FIGS: Efficient and Expressive Tree-Based Ensembles for Tabular Data Urška Matjašec Nikola Simidjievski M. Jamnik 29 0 0 09 Apr 2025
Boosting Relational Deep Learning with Pretrained Tabular Models Veronica Lachi Antonio Longa Beatrice Bevilacqua Bruno Lepri Andrea Passerini Bruno Ribeiro LMTD AI4CE 46 0 0 07 Apr 2025
Loss Functions in Deep Learning: A Comprehensive Review Omar Elharrouss Yasir Mahmood Yassine Bechqito Mohamed Adel Serhani E. Badidi Jamal Riffi Hamid Tairi 35 0 0 05 Apr 2025
Multimodal Machine Learning for Real Estate Appraisal: A Comprehensive Survey Chenya Huang Zhidong Li Fang Chen Bin Liang 35 0 0 28 Mar 2025
FastFT: Accelerating Reinforced Feature Transformation via Advanced Exploration Strategies Tianqi He Xiaohan Huang Yi Du Qingqing Long Ziyue Qiao Min-Ying Wu Yanjie Fu Yuanchun Zhou Meng Xiao OffRL 93 2 0 26 Mar 2025
How to RETIRE Tabular Data in Favor of Discrete Digital Signal Representation Paweł Zyblewski Szymon Wojciechowski LMTD 47 0 0 25 Mar 2025
Decision Tree Induction Through LLMs via Semantically-Aware Evolution Tennison Liu Nicolas Huynh M. Schaar 63 0 0 18 Mar 2025
How Well Does Your Tabular Generator Learn the Structure of Tabular Data? Xiangjian Jiang Nikola Simidjievski M. Jamnik LMTD 80 0 0 13 Mar 2025
TabNSA: Native Sparse Attention for Efficient Tabular Data Learning Ali Eslamian Qiang Cheng 41 0 0 12 Mar 2025
dnamite: A Python Package for Neural Additive Models Mike Van Ness Madeleine Udell 41 0 0 06 Mar 2025
Privacy-Preserving Fair Synthetic Tabular Data Fatima Jahan Sarmin Atiquer R. Rahman Christopher J. Henry Noman Mohammed 45 0 0 04 Mar 2025
Prior-Fitted Networks Scale to Larger Datasets When Treated as Weak Learners Yuxin Wang Botian Jiang Yiran Guo Quan Gan David Wipf Xuanjing Huang Xipeng Qiu AI4CE 55 2 0 03 Mar 2025
A Closer Look at TabPFN v2: Strength, Limitation, and Extension Han-Jia Ye Si-Yang Liu Wei-Lun Chao 41 3 0 24 Feb 2025
Model Lakes Koyena Pal David Bau Renée J. Miller 63 0 0 24 Feb 2025
Robust Confinement State Classification with Uncertainty Quantification through Ensembled Data-Driven Methods Y. Poels Cristina Venturini Alessandro Pau Olivier Sauter Vlado Menkovski TCV Team WPTE team 55 1 0 24 Feb 2025
Imputation for prediction: beware of diminishing returns Marine Le Morvan Gaël Varoquaux AI4TS 73 1 0 21 Feb 2025
Is Deep Learning finally better than Decision Trees on Tabular Data? Guri Zabergja Arlind Kadra Christian M. M. Frey Josif Grabocka LMTD 96 0 0 17 Feb 2025
LLM Embeddings for Deep Learning on Tabular Data Boshko Koloski Andrei Margeloiu Xiangjian Jiang Blaž Škrlj Nikola Simidjievski M. Jamnik LMTD 76 0 0 17 Feb 2025
From Haystack to Needle: Label Space Reduction for Zero-shot Classification Nathan Vandemoortele Bram Steenwinckel F. Ongenae Sofie Van Hoecke VLM 73 0 0 12 Feb 2025
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems Si-Yang Liu Han-Jia Ye 66 5 0 04 Feb 2025
Zero-Shot Decision Tree Construction via Large Language Models Lucas Carrasco Felipe Urrutia Andrés Abeliuk 63 0 0 28 Jan 2025
On Learning Representations for Tabular Data Distillation Inwon Kang Parikshit Ram Yi Zhou Horst Samulowitz O. Seneviratne DD 57 0 0 23 Jan 2025
Neural networks for insurance pricing with frequency and severity data: a benchmark study from data preprocessing to technical tariff Freek Holvoet Katrien Antonio Roel Henckaerts 91 3 0 20 Jan 2025
CaFA: Cost-aware, Feasible Attacks With Database Constraints Against Neural Tabular Classifiers Matan Ben-Tov Daniel Deutch Nave Frost Mahmood Sharif AAML 107 0 0 20 Jan 2025
Transfer Learning of Tabular Data by Finetuning Large Language Models S. B. Rabbani Ibna Kowsar Manar D. Samad LMTD 46 1 0 12 Jan 2025
Predictive Model Development to Identify Failed Healing in Patients after Non-Union Fracture Surgery Cedric Donié M. Reumann Tony Hartung Benedikt J. Braun Tina Histing Satoshi Endo Sandra Hirche 27 0 0 03 Jan 2025
AIGT: AI Generative Table Based on Prompt Mingming Zhang Zhiqing Xiao Guoshan Lu Sai Wu Weiqiang Wang Xing Fu Can Yi Junbo Zhao LMTD VLM 35 2 0 24 Dec 2024
Iterative Feature Exclusion Ranking for Deep Tabular Learning Fathi Said Emhemed Shaninah AbdulRahman M. A. Baraka Mohd Halim Mohd Noor LMTD 88 0 1 21 Dec 2024
On the Efficiency of NLP-Inspired Methods for Tabular Deep Learning Anton Thielmann Soheila Samiee LMTD 70 1 0 26 Nov 2024
Towards a framework on tabular synthetic data generation: a minimalist approach: theory, use cases, and limitations Yueyang Shen Agus Sudjianto Arun Prakash R A. Bhattacharyya Maorong Rao Yaqun Wang J. Vaughan Nengfeng Zhou 129 1 0 17 Nov 2024
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data Kai Helli David Schnurr Noah Hollmann Samuel G. Müller Frank Hutter OOD 36 4 0 15 Nov 2024
Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning Carlos Huertas LMTD 48 1 0 06 Nov 2024
Enhancing Table Representations with LLM-powered Synthetic Data Generation Dayu Yang Natawut Monaikul Amanda Ding Bozhao Tan Kishore Mosaliganti Giri Iyengar 36 0 0 04 Nov 2024
Counterfactual Explanations via Riemannian Latent Space Traversal Paraskevas Pegios Aasa Feragen Andreas Abildtrup Hansen Georgios Arvanitidis BDL 39 1 0 04 Nov 2024
Enriching Tabular Data with Contextual LLM Embeddings: A Comprehensive Ablation Study for Ensemble Classifiers Gjergji Kasneci Enkelejda Kasneci LMTD 31 1 0 03 Nov 2024
MEDS-Tab: Automated tabularization and baseline methods for MEDS datasets Nassim Oufattole Teya Bergamaschi Aleksia Kolo Hyewon Jeong Hanna Gaggin Collin M. Stultz Matthew B. A. McDermott 41 1 0 31 Oct 2024
Generating Realistic Tabular Data with Large Language Models Dang Nguyen Sunil Gupta Kien Do Thin Nguyen Svetha Venkatesh LMTD SyDa 38 1 0 29 Oct 2024
Large Language Models Engineer Too Many Simple Features For Tabular Data Jaris Küken Lennart Purucker Frank Hutter 135 2 0 23 Oct 2024
Multimodal Learning for Embryo Viability Prediction in Clinical IVF Junsik Kim Zhiyi Shi Davin Jeong Johannes Knittel H. Yang ... Wanhua Li Yicong Li D. Ben-Yosef D. Needleman Hanspeter Pfister 21 0 0 21 Oct 2024
Generating Tabular Data Using Heterogeneous Sequential Feature Forest Flow Matching Ange-Clément Akazan Alexia Jolicoeur-Martineau Ioannis Mitliagkas 24 0 0 20 Oct 2024
Interpreting Microbiome Relative Abundance Data Using Symbolic Regression Swagatam Haldar Christoph Stein-Thoeringer Vadim Borisov 22 0 0 18 Oct 2024