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Well-tuned Simple Nets Excel on Tabular Datasets

Neural Information Processing Systems (NeurIPS), 2021

21 June 2021

Arlind Kadra

Marius Lindauer

Katharina Eggensperger

Josif Grabocka

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Papers citing "Well-tuned Simple Nets Excel on Tabular Datasets"

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Title
AdaCap: An Adaptive Contrastive Approach for Small-Data Neural Networks Bruno Belucci Karim Lounici Katia Méziani 40 0 0 25 Nov 2025
iLTM: Integrated Large Tabular Model David Bonet Marçal Comajoan Cara Alvaro Calafell D. M. Montserrat A. Ioannidis LMTD PINN 188 0 0 20 Nov 2025
Tab-PET: Graph-Based Positional Encodings for Tabular Transformers Yunze Leng Rohan Ghosh Mehul Motani LMTD 100 0 0 17 Nov 2025
Multi-level Diagnosis and Evaluation for Robust Tabular Feature Engineering with Large Language Models Yebin Lim Susik Yoon 32 0 0 20 Sep 2025
Probabilistic Pretraining for Neural Regression Boris N. Oreshkin Shiv Tavker Dmitry Efimov UQCV BDL 143 0 0 22 Aug 2025
LLM Empowered Prototype Learning for Zero and Few-Shot Tasks on Tabular Data Peng Wang Dongsheng Wang He Zhao Hangting Ye Dandan Guo Yi Chang LMTD 113 0 0 12 Aug 2025
Realistic Evaluation of TabPFN v2 in Open Environments Zi-Jian Cheng Zi-Yi Jia Zhi Zhou Yu-Feng Li Lan-Zhe Guo 218 1 0 22 May 2025
Harnessing LLMs Explanations to Boost Surrogate Models in Tabular Data Classification Ruxue Shi Hengrui Gu Xu Shen Xin Wang LMTD 765 0 0 09 May 2025
Put CASH on Bandits: A Max K-Armed Problem for Automated Machine Learning Amir Rezaei Balef Claire Vernade Katharina Eggensperger 193 2 0 08 May 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 297 15 0 17 Apr 2025
LLM4FS: Leveraging Large Language Models for Feature Selection Jianhao Li Xianchao Xiu 243 1 0 31 Mar 2025
How to RETIRE Tabular Data in Favor of Discrete Digital Signal Representation Paweł Zyblewski Szymon Wojciechowski LMTD 171 0 0 25 Mar 2025
Prior-Fitted Networks Scale to Larger Datasets When Treated as Weak LearnersInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 Yuxin Wang Botian Jiang Yiran Guo Quan Gan David Wipf Qi Zhang Xipeng Qiu AI4CE 180 3 0 03 Mar 2025
In-context learning of evolving data streams with tabular foundational models Afonso Lourenço João Gama Eric P. Xing Goreti Marreiros 275 0 0 24 Feb 2025
A Closer Look at TabPFN v2: Understanding Its Strengths and Extending Its Capabilities Han-Jia Ye Si-Yang Liu Wei-Lun Chao 295 9 0 24 Feb 2025
(GG) MoE vs. MLP on Tabular Data Andrei Chernov BDL MoE 319 2 0 05 Feb 2025
Transfer Learning of Tabular Data by Finetuning Large Language ModelsInternational Conference on Electrical and Control Engineering (ICECE), 2024 S. B. Rabbani Ibna Kowsar Manar D. Samad LMTD 211 3 0 12 Jan 2025
Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot LearningConference on Computer Science and Information Systems (FedCSIS), 2024 Carlos Huertas LMTD 255 2 0 06 Nov 2024
Performance Evaluation of Deep Learning Models for Water Quality Index Prediction: A Comparative Study of LSTM, TCN, ANN, and MLP Muhammad Ismail Farkhanda Abbas Shahid Munir Shah Mahmoud Aljawarneh Lachhman Das Dhomeja Fazila Abbas Muhammad Shoaib Abdulwahed Fahad Alrefaei Mohammed Fahad Albeshr 82 0 0 03 Nov 2024
TabM: Advancing Tabular Deep Learning with Parameter-Efficient EnsemblingInternational Conference on Learning Representations (ICLR), 2024 Yury Gorishniy Akim Kotelnikov Artem Babenko LMTD MoE 536 36 0 31 Oct 2024
A Survey on Deep Tabular Learning Shriyank Somvanshi Subasish Das Syed Aaqib Javed Gian Antariksa Ahmed Hossain LMTD 285 21 0 15 Oct 2024
Gem: Gaussian Mixture Model Embeddings for Numerical Feature DistributionsInternational Conference on Extending Database Technology (EDBT), 2024 Hafiz Tayyab Rauf Alex Bogatu N. Paton André Freitas 185 0 0 09 Oct 2024
LLM Embeddings Improve Test-time Adaptation to Tabular $Y\|X$ -Shifts Yibo Zeng Tianyu Wang Henry Lam Hongseok Namkoong LMTD 194 5 0 09 Oct 2024
T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular DataInternational Conference on Learning Representations (ICLR), 2024 Hugo Thimonier José Lucas De Melo Costa Fabrice Popineau Arpad Rimmel Bich-Liên Doan 375 5 0 07 Oct 2024
Multiplicative Logit Adjustment Approximates Neural-Collapse-Aware Decision Boundary AdjustmentInternational Conference on Learning Representations (ICLR), 2024 Naoya Hasegawa Issei Sato 345 1 0 26 Sep 2024
GraphLand: Evaluating Graph Machine Learning Models on Diverse Industrial Data Gleb Bazhenov Oleg Platonov Liudmila Prokhorenkova LMTD 241 6 0 22 Sep 2024
A Comprehensive Benchmark of Machine and Deep Learning Across Diverse Tabular Datasets Assaf Shmuel Oren Glickman Teddy Lazebnik LMTD 119 12 0 27 Aug 2024
Exploring Large Language Models for Feature Selection: A Data-centric PerspectiveSIGKDD Explorations (SIGKDD Explor.), 2024 Dawei Li Zhen Tan Huan Liu LM&MA 208 24 0 21 Aug 2024
Transformers with Stochastic Competition for Tabular Data Modelling Andreas Voskou Charalambos Christoforou S. Chatzis LMTD 221 3 0 18 Jul 2024
Employing Sentence Space Embedding for Classification of Data Stream from Fake News Domain P. Zyblewski Jakub Klikowski Weronika Borek-Marciniec Pawel Ksieniewicz 155 0 0 15 Jul 2024
Team up GBDTs and DNNs: Advancing Efficient and Effective Tabular Prediction with Tree-hybrid MLPs Jiahuan Yan Jintai Chen Qianxing Wang Benlin Liu Jian Wu 204 4 0 13 Jul 2024
Gradient Boosting Reinforcement Learning Benjamin Fuhrer Chen Tessler Gal Dalal OffRL AI4CE 427 4 0 11 Jul 2024
TALENT: A Tabular Analytics and Learning Toolbox Si-Yang Liu Hao-Run Cai Qi-Le Zhou Han-Jia Ye LMTD 200 14 0 04 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 163 5 0 27 Jun 2024
Text Serialization and Their Relationship with the Conventional Paradigms of Tabular Machine Learning Kyoka Ono Simon A. Lee LMTD 139 11 0 19 Jun 2024
TabMDA: Tabular Manifold Data Augmentation for Any Classifier using Transformers with In-context Subsetting Andrei Margeloiu A. Bazaga Nikola Simidjievski Pietro Lio M. Jamnik LMTD 306 7 0 03 Jun 2024
Multimodal Metadata Assignment for Cultural Heritage Artifacts Luis Rei Dunja Mladenić M. Dorozynski Franz Rottensteiner Thomas Schleider Raphael Troncy J. Lozano Mar Gaitán Salvatella 169 10 0 01 Jun 2024
Mixture of In-Context Prompters for Tabular PFNs Derek Xu Olcay Cirit Reza Asadi Luke Huan Wei Wang 210 19 0 25 May 2024
A Federated Learning Benchmark on Tabular Data: Comparing Tree-Based Models and Neural NetworksInternational Conference on Fog and Mobile Edge Computing (FMEC), 2023 William Lindskog Christian Prehofer FedML 179 4 0 03 May 2024
Why Tabular Foundation Models Should Be a Research Priority B. V. Breugel M. Schaar LMTD VLM AI4CE 342 80 0 02 May 2024
Employing Two-Dimensional Word Embedding for Difficult Tabular Data Stream Classification P. Zyblewski 131 2 0 24 Apr 2024
Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning Sungwon Han Chang Jo Kim Sercan O. Arik Tomas Pfister LMTD 223 55 0 15 Apr 2024
Privacy Preserving Prompt Engineering: A Survey Kennedy Edemacu Xintao Wu 313 33 0 09 Apr 2024
BiSHop: Bi-Directional Cellular Learning for Tabular Data with Generalized Sparse Modern Hopfield Model Chenwei Xu Yu-Chao Huang Jerry Yao-Chieh Hu Weijian Li Ammar Gilani H. Goan Han Liu 151 22 0 04 Apr 2024
Anytime Neural Architecture Search on Tabular Data Naili Xing Shaofeng Cai Zhaojing Luo Bengchin Ooi Jian Pei 230 3 0 15 Mar 2024
Hyperparameter Tuning MLPs for Probabilistic Time Series Forecasting Kiran Madhusudhanan Shayan Jawed Lars Schmidt-Thieme BDL AI4TS 145 1 0 07 Mar 2024
Tree-Regularized Tabular Embeddings Xuan Li Yunhe Wang Boqian Li LMTD 226 3 0 01 Mar 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 432 158 0 27 Feb 2024
HyperFast: Instant Classification for Tabular Data David Bonet D. M. Montserrat Xavier Giró-i-Nieto A. Ioannidis 139 25 0 22 Feb 2024
TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks Ben Feuer R. Schirrmeister Valeriia Cherepanova Chinmay Hegde Katharina Eggensperger Micah Goldblum Niv Cohen Colin White 227 28 0 17 Feb 2024