A Survey on Self-Supervised Learning for Non-Sequential Tabular Data

A Survey on Self-Supervised Learning for Non-Sequential Tabular Data

2 February 2024

Papers citing "A Survey on Self-Supervised Learning for Non-Sequential Tabular Data"

14 / 14 papers shown

Title
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
APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning Hong-Wei Wu Wei Wang Kuang-Da Wang Wen-Chih Peng LMTD 83 0 0 14 Dec 2024
A Survey on Deep Tabular Learning Shriyank Somvanshi Subasish Das Syed Aaqib Javed Gian Antariksa Ahmed Hossain LMTD 34 7 0 15 Oct 2024
Scalable Representation Learning for Multimodal Tabular Transactions Natraj Raman Sumitra Ganesh Manuela Veloso LMTD 33 0 0 10 Oct 2024
GoNoGo: An Efficient LLM-based Multi-Agent System for Streamlining Automotive Software Release Decision-Making Arsham Gholamzadeh Khoee Yinan Yu R. Feldt Andris Freimanis Patrick Andersson Dhasarathy Parthasarathy 38 2 0 19 Aug 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
ReConTab: Regularized Contrastive Representation Learning for Tabular Data Suiyao Chen Jing Wu N. Hovakimyan Handong Yao 36 33 0 28 Oct 2023
To Compress or Not to Compress- Self-Supervised Learning and Information Theory: A Review Ravid Shwartz-Ziv Yann LeCun SSL 32 71 0 19 Apr 2023
Enhancing Unsupervised Speech Recognition with Diffusion GANs Xianchao Wu DiffM 11 2 0 23 Mar 2023
A Survey on User Behavior Modeling in Recommender Systems Zhicheng He Weiwen Liu Wei Guo Jiarui Qin Yingxue Zhang Yaochen Hu Ruiming Tang 61 30 0 22 Feb 2023
Transfer Learning with Deep Tabular Models Roman Levin Valeriia Cherepanova Avi Schwarzschild Arpit Bansal C. Bayan Bruss Tom Goldstein A. Wilson Micah Goldblum OOD FedML LMTD 75 58 0 30 Jun 2022
TabTransformer: Tabular Data Modeling Using Contextual Embeddings Xin Huang A. Khetan Milan Cvitkovic Zohar Karnin ViT LMTD 157 417 0 11 Dec 2020
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Nick Erickson Jonas W. Mueller Alexander Shirkov Hang Zhang Pedro Larroy Mu Li Alex Smola LMTD 97 607 0 13 Mar 2020
Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data Sergei Popov S. Morozov Artem Babenko LMTD 91 294 0 13 Sep 2019