TabNet: Attentive Interpretable Tabular Learning

20 August 2019

Tomas Pfister

Papers citing "TabNet: Attentive Interpretable Tabular Learning"

50 / 405 papers shown

Title
Harnessing LLMs Explanations to Boost Surrogate Models in Tabular Data Classification Ruxue Shi Hengrui Gu Xu Shen Xin Wang LMTD 156 0 0 09 May 2025
Griffin: Towards a Graph-Centric Relational Database Foundation Model Yanbo Wang Xiyuan Wang Quan Gan Minjie Wang Qibin Yang David Wipf Muhan Zhang 82 0 0 08 May 2025
Latte: Transfering LLMs` Latent-level Knowledge for Few-shot Tabular Learning Ruxue Shi Hengrui Gu Hangting Ye Yiwei Dai Xu Shen Xin Wang LMTD 63 0 0 08 May 2025
Prediction via Shapley Value Regression Amr Alkhatib Roman Bresson Henrik Bostrom Michalis Vazirgiannis TDI FAtt 61 0 0 07 May 2025
Eye Movements as Indicators of Deception: A Machine Learning Approach Valentin Foucher Santiago de Leon-Martinez Robert Moro 23 0 0 05 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
SMOGAN: Synthetic Minority Oversampling with GAN Refinement for Imbalanced Regression Shayan Alahyari Mike Domaratzki 19 0 0 29 Apr 2025
M-TabNet: A Multi-Encoder Transformer Model for Predicting Neonatal Birth Weight from Multimodal Data Muhammad Mursil Hatem A. Rashwan Luis Santos-Calderon Pere Cavalle-Busquets Michelle M. Murphy D. Puig 12 0 0 20 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
Can Moran Eigenvectors Improve Machine Learning of Spatial Data? Insights from Synthetic Data Validation Ziqi Li Zhan Peng 22 0 0 16 Apr 2025
Generative Deep Learning Framework for Inverse Design of Fuels Kiran K. Yalamanchi Pinaki Pal Balaji Mohan Abdullah S. AlRamadan Jihad A. Badra Yuanjiang Pei 34 0 0 16 Apr 2025
Beyond Black-Box Predictions: Identifying Marginal Feature Effects in Tabular Transformer Networks Anton Thielmann Arik Reuter Benjamin Saefken LMTD 70 0 0 11 Apr 2025
Datum-wise Transformer for Synthetic Tabular Data Detection in the Wild G. C. N. Kindji Elisa Fromont L. Rojas-Barahona Tanguy Urvoy 32 0 0 10 Apr 2025
Enhancing Metabolic Syndrome Prediction with Hybrid Data Balancing and Counterfactuals Sanyam Paresh Shah Abdullah Mamun Shovito Barua Soumma Hassan Ghasemzadeh 28 0 0 09 Apr 2025
TabKAN: Advancing Tabular Data Analysis using Kolmogorov-Arnold Network Ali Eslamian Alireza Afzal Aghaei Qiang Cheng LMTD 78 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
Explainable Boosting Machine for Predicting Claim Severity and Frequency in Car Insurance Markéta Krùpovà Nabil Rachdi Quentin Guibert 46 0 0 27 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
HyConEx: Hypernetwork classifier with counterfactual explanations Patryk Marszałek Ulvi Movsum-zada Oleksii Furman Kamil Ksiazek P. Spurek Marek Śmieja 50 0 0 16 Mar 2025
OPTIMUS: Predicting Multivariate Outcomes in Alzheimer's Disease Using Multi-modal Data amidst Missing Values Christelle Schneuwly Diaz Duy-Thanh Vu Julien Bodelet Duy-Cat Can Guillaume Blanc Haiting Jiang Lin Yao Guiseppe Pantaleo ADNI Oliver Y. Chén 41 0 0 14 Mar 2025
Axiomatic Explainer Globalness via Optimal Transport Davin Hill Josh Bone A. Masoomi Max Torop Jennifer Dy 97 1 0 13 Mar 2025
TabNSA: Native Sparse Attention for Efficient Tabular Data Learning Ali Eslamian Qiang Cheng 41 0 0 12 Mar 2025
Birds look like cars: Adversarial analysis of intrinsically interpretable deep learning Hubert Baniecki P. Biecek AAML 80 0 0 11 Mar 2025
Learning Decision Trees as Amortized Structure Inference Mohammed Mahfoud Ghait Boukachab Michał Koziarski A. Garcia Stefan Bauer Yoshua Bengio Nikolay Malkin BDL 53 0 0 10 Mar 2025
GlucoLens: Explainable Postprandial Blood Glucose Prediction from Diet and Physical Activity Abdullah Mamun Asiful Arefeen Susan B. Racette Dorothy D. Sears Corrie M. Whisner Matthew P. Buman Hassan Ghasemzadeh 43 1 0 05 Mar 2025
ILLC: Iterative Layer-by-Layer Compression for Enhancing Structural Faithfulness in SpArX Ungsik Kim 45 0 0 05 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
Large Language Models as Attribution Regularizers for Efficient Model Training Davor Vukadin Marin Šilić Goran Delač 36 0 0 27 Feb 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
In-context learning of evolving data streams with tabular foundational models Afonso Lourenço João Gama Eric P. Xing Goreti Marreiros 61 0 0 24 Feb 2025
Tabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting Gyanendra Shrestha Chutain Jiang Sai Akula Vivek Yannam Anna Pyayt Michael Gubanov LMTD 89 0 0 20 Feb 2025
Mixture of Attention Yields Accurate Results for Tabular Data Xuechen Li Yupeng Li Jian Liu Xiaolin Jin Tian Yang Xin Hu 47 0 0 18 Feb 2025
Representation Learning on Out of Distribution in Tabular Data Achmad Ginanjar Xue Li Priyanka Singh Wen Hua LMTD 186 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
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
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
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
Code and Pixels: Multi-Modal Contrastive Pre-training for Enhanced Tabular Data Analysis Kankana Roy Lars Krämer Sebastian Domaschke Malik Haris Roland Aydin Fabian Isensee Martin Held 48 0 0 13 Jan 2025
DeFusion: An Effective Decoupling Fusion Network for Multi-Modal Pregnancy Prediction Xueqiang Ouyang Jia Wei Wenjie Huo Xiaocong Wang Rui Li Jianlong Zhou 24 0 0 08 Jan 2025
AllSpark: A Multimodal Spatio-Temporal General Intelligence Model with Ten Modalities via Language as a Reference Framework Run Shao Cheng Yang Qiujun Li Qing Zhu Yongjun Zhang ... Yu Liu Yong Tang Dapeng Liu Shizhong Yang Haifeng Li 108 0 0 08 Jan 2025
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
SitPose: Real-Time Detection of Sitting Posture and Sedentary Behavior Using Ensemble Learning With Depth Sensor Hang Jin Xin He Lingyun Wang Yujun Zhu Weiwei Jiang Xiaobo Zhou 79 0 0 16 Dec 2024
Scalable Early Childhood Reading Performance Prediction Zhongkai Shangguan Zanming Huang Eshed Ohn-Bar Ola Ozernov-Palchik Derek Kosty Michael Stoolmiller Hank Fien AI4Ed 65 1 0 05 Dec 2024
STRisk: A Socio-Technical Approach to Assess Hacking Breaches Risk Hicham Hammouchi Narjisse Nejjari Ghita Mezzour Mounir Ghogho H. Benbrahim 72 0 0 19 Nov 2024
TabDeco: A Comprehensive Contrastive Framework for Decoupled Representations in Tabular Data Suiyao Chen Jing Wu Yunxiao Wang Cheng Ji Tianpei Xie Daniel Cociorva Michael Sharps Cecile Levasseur Hakan Brunzell LMTD 34 1 0 17 Nov 2024
Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning Carlos Huertas LMTD 48 1 0 06 Nov 2024
TabM: Advancing Tabular Deep Learning with Parameter-Efficient Ensembling Yury Gorishniy Akim Kotelnikov Artem Babenko LMTD MoE 87 6 0 31 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