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Tabular Transformers for Modeling Multivariate Time Series
v1v2 (latest)

Tabular Transformers for Modeling Multivariate Time Series

3 November 2020
Inkit Padhi
Yair Schiff
Igor Melnyk
Mattia Rigotti
Youssef Mroueh
Pierre Dognin
Jerret Ross
Ravi Nair
Erik Altman
    LMTDAI4TS
ArXiv (abs)PDFHTMLHuggingFace (2 upvotes)Github (336★)

Papers citing "Tabular Transformers for Modeling Multivariate Time Series"

50 / 60 papers shown
Neural surrogates for designing gravitational wave detectors
Neural surrogates for designing gravitational wave detectors
Carlos Ruiz-Gonzalez
Sören Arlt
Sebastian Lehner
Arturs Berzins
Yehonathan Drori
Rana X Adhikari
Johannes Brandstetter
Mario Krenn
216
6
0
24 Nov 2025
New Money: A Systematic Review of Synthetic Data Generation for Finance
New Money: A Systematic Review of Synthetic Data Generation for Finance
James Meldrum
Basem Suleiman
Fethi Rabhi
M. J. Alibasa
146
1
0
30 Oct 2025
PANTHER: Generative Pretraining Beyond Language for Sequential User Behavior Modeling
PANTHER: Generative Pretraining Beyond Language for Sequential User Behavior Modeling
Guilin Li
Y. Zhang
Xiuyuan Chen
Chengqi Li
Bo Wang
Linghe Kong
Wenjia Wang
Weiran Huang
Matthias Tan
MLLMAI4TS
149
1
0
11 Oct 2025
Graph-based Tabular Deep Learning Should Learn Feature Interactions, Not Just Make Predictions
Graph-based Tabular Deep Learning Should Learn Feature Interactions, Not Just Make Predictions
Elias Dubbeldam
Reza Mohammadi
M. Schoonhoven
Ş. Birbil
LMTD
259
0
0
06 Oct 2025
FraudTransformer: Time-Aware GPT for Transaction Fraud Detection
FraudTransformer: Time-Aware GPT for Transaction Fraud Detection
Gholamali Aminian
Andrew Elliott
Tiger Li
Timothy Cheuk Hin Wong
Victor Claude Dehon
...
Carsten Maple
Christopher Read
Martin Brown
Gesine Reinert
Mo Mamouei
AI4TS
115
1
0
28 Sep 2025
Improving Credit Card Fraud Detection through Transformer-Enhanced GAN Oversampling
Improving Credit Card Fraud Detection through Transformer-Enhanced GAN Oversampling
Kashaf Ul Emaan
175
0
0
23 Sep 2025
Basis Transformers for Multi-Task Tabular Regression
Basis Transformers for Multi-Task Tabular Regression
Wei Min Loh
Jiaqi Shang
Pascal Poupart
LMTD
242
0
0
07 Jun 2025
Large Language Models are Good Relational Learners
Large Language Models are Good Relational LearnersAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Fang Wu
Vijay Prakash Dwivedi
Jure Leskovec
320
8
0
06 Jun 2025
MonkeyOCR: Document Parsing with a Structure-Recognition-Relation Triplet Paradigm
MonkeyOCR: Document Parsing with a Structure-Recognition-Relation Triplet Paradigm
Zhang Li
Yuliang Liu
Qiang Liu
Zhiyin Ma
Ziyang Zhang
...
Zidun Guo
Jiarui Zhang
Xinyu Wang
Xiang Bai
Xiang Bai
349
29
0
05 Jun 2025
MUSE: Model-Agnostic Tabular Watermarking via Multi-Sample Selection
MUSE: Model-Agnostic Tabular Watermarking via Multi-Sample Selection
Liancheng Fang
Aiwei Liu
Henry Peng Zou
Yankai Chen
Hengrui Zhang
Zhongfen Deng
Philip S. Yu
282
2
0
30 May 2025
Individualised Counterfactual Examples Using Conformal Prediction Intervals
Individualised Counterfactual Examples Using Conformal Prediction IntervalsInternational Symposium on Conformal and Probabilistic Prediction with Applications (ISCPPA), 2025
James M. Adams
Gesine Reinert
Lukasz Szpruch
Carsten Maple
Andrew Elliott
209
2
0
28 May 2025
Representation Learning for Tabular Data: A Comprehensive Survey
Representation Learning for Tabular Data: A Comprehensive Survey
Jun-Peng Jiang
Si-Yang Liu
Hao-Run Cai
Qile Zhou
Han-Jia Ye
LMTD
416
21
0
17 Apr 2025
Diffusion Transformers for Tabular Data Time Series Generation
Diffusion Transformers for Tabular Data Time Series GenerationInternational Conference on Learning Representations (ICLR), 2025
Fabrizio Garuti
E. Sangineto
Simone Luetto
L. Forni
Rita Cucchiara
482
3
0
10 Apr 2025
GReaTER: Generate Realistic Tabular data after data Enhancement and Reduction
GReaTER: Generate Realistic Tabular data after data Enhancement and Reduction
Tung Sum Thomas Kwok
Chi-Hua Wang
Guang Cheng
LMTD
348
4
0
19 Mar 2025
AllSpark: A Multimodal Spatio-Temporal General Intelligence Model with Ten Modalities via Language as a Reference Framework
AllSpark: A Multimodal Spatio-Temporal General Intelligence Model with Ten Modalities via Language as a Reference FrameworkIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Run Shao
Cheng Yang
Qiujun Li
Qing Zhu
Yongjun Zhang
...
Yu Liu
Yong Tang
Dapeng Liu
Shizhong Yang
Haifeng Li
557
0
0
08 Jan 2025
DEREC-SIMPRO: unlock Language Model benefits to advance Synthesis in
  Data Clean Room
DEREC-SIMPRO: unlock Language Model benefits to advance Synthesis in Data Clean Room
Tung Sum Thomas Kwok
Chi-Hua Wang
Guang Cheng
SyDa
341
2
0
31 Oct 2024
A Simple Baseline for Predicting Events with Auto-Regressive Tabular
  Transformers
A Simple Baseline for Predicting Events with Auto-Regressive Tabular Transformers
Alex Stein
Samuel Sharpe
Doron Bergman
Senthil Kumar
C. Bayan Bruss
John P. Dickerson
Tom Goldstein
Micah Goldblum
LMTDAI4TS
234
2
0
14 Oct 2024
TIMeSynC: Temporal Intent Modelling with Synchronized Context Encodings for Financial Service Applications
TIMeSynC: Temporal Intent Modelling with Synchronized Context Encodings for Financial Service Applications
Dwipam Katariya
Juan Manuel Origgi
Yage Wang
Thomas Caputo
AI4TS
441
1
0
01 Oct 2024
Multimodal Banking Dataset: Understanding Client Needs through Event Sequences
Multimodal Banking Dataset: Understanding Client Needs through Event Sequences
Mollaev Dzhambulat
Alexander Kostin
Postnova Maria
Ivan Karpukhin
Ivan A Kireev
Gleb Gusev
Ivan A Kireev
AI4TS
339
7
0
26 Sep 2024
Language Modeling on Tabular Data: A Survey of Foundations, Techniques
  and Evolution
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
326
23
0
20 Aug 2024
ESQA: Event Sequences Question Answering
ESQA: Event Sequences Question Answering
Irina Abdullaeva
Andrei Filatov
Mikhail Orlov
Ivan Karpukhin
Viacheslav Vasilev
Denis Dimitrov
Andrey Kuznetsov
Ivan A Kireev
Ivan A Kireev
259
1
0
03 Jul 2024
LaTable: Towards Large Tabular Models
LaTable: Towards Large Tabular Models
B. V. Breugel
Jonathan Crabbé
Rob Davis
Mihaela van der Schaar
LMTD
295
6
0
25 Jun 2024
TimeAutoDiff: A Unified Framework for Generation, Imputation, Forecasting, and Time-Varying Metadata Conditioning of Heterogeneous Time Series Tabular Data
TimeAutoDiff: A Unified Framework for Generation, Imputation, Forecasting, and Time-Varying Metadata Conditioning of Heterogeneous Time Series Tabular Data
Namjoon Suh
Yuning Yang
Din-Yin Hsieh
Qitong Luan
Shirong Xu
Shixiang Zhu
Guang Cheng
297
15
0
23 Jun 2024
Fine-grained Attention in Hierarchical Transformers for Tabular
  Time-series
Fine-grained Attention in Hierarchical Transformers for Tabular Time-series
Raphaël Azorin
Zied Ben-Houidi
Massimo Gallo
A. Finamore
Pietro Michiardi
AI4TSLMTD
272
1
0
21 Jun 2024
HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting?
HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting?
Ivan Karpukhin
F. Shipilov
Ivan A Kireev
AI4TS
304
10
0
20 Jun 2024
TabularFM: An Open Framework For Tabular Foundational Models
TabularFM: An Open Framework For Tabular Foundational ModelsBigData Congress [Services Society] (BSS), 2024
Quan M. Tran
Suong N. Hoang
Lam M. Nguyen
Dzung Phan
Hoang Thanh Lam
LMTD
286
2
0
14 Jun 2024
Explore the Limits of Omni-modal Pretraining at Scale
Explore the Limits of Omni-modal Pretraining at Scale
Yiyuan Zhang
Handong Li
Jing Liu
Xiangyu Yue
VLMLRM
264
3
0
13 Jun 2024
Why Tabular Foundation Models Should Be a Research Priority
Why Tabular Foundation Models Should Be a Research Priority
B. V. Breugel
M. Schaar
LMTDVLMAI4CE
432
100
0
02 May 2024
BiSHop: Bi-Directional Cellular Learning for Tabular Data with
  Generalized Sparse Modern Hopfield Model
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
263
26
0
04 Apr 2024
Improve Fidelity and Utility of Synthetic Credit Card Transaction Time
  Series from Data-centric Perspective
Improve Fidelity and Utility of Synthetic Credit Card Transaction Time Series from Data-centric Perspective
Din-Yin Hsieh
ChiHua Wang
Guang Cheng
AI4TS
201
5
0
01 Jan 2024
Hierarchical Classification of Financial Transactions Through
  Context-Fusion of Transformer-based Embeddings and Taxonomy-aware Attention
  Layer
Hierarchical Classification of Financial Transactions Through Context-Fusion of Transformer-based Embeddings and Taxonomy-aware Attention Layer
Antonio Busson
Rafael H. Rocha
Rennan Gaio
Rafael Miceli
Ivan Pereira
...
Marcos Rabaioli
Diego Feldberg
Debora Mattos
João Pasqua
Diogo G. Dias
MedIm
181
4
0
12 Dec 2023
Saturn Platform: Foundation Model Operations and Generative AI for
  Financial Services
Saturn Platform: Foundation Model Operations and Generative AI for Financial ServicesBrazilian Symposium on Multimedia and the Web (WebMedia), 2023
Antonio Busson
Rennan Gaio
Rafael H. Rocha
Francisco Evangelista
Bruno Rizzi
Luan Carvalho
Rafael Miceli
Marcos Rabaioli
David Favaro
234
2
0
12 Dec 2023
TabMT: Generating tabular data with masked transformers
TabMT: Generating tabular data with masked transformers
Manbir Gulati
Paul F. Roysdon
LMTD
243
60
0
11 Dec 2023
Comparative Analysis of Transformers for Modeling Tabular Data: A
  Casestudy using Industry Scale Dataset
Comparative Analysis of Transformers for Modeling Tabular Data: A Casestudy using Industry Scale Dataset
Usneek Singh
Piyush Arora
Shamika Ganesan
Mohit Kumar
Siddhant Kulkarni
Salil R. Joshi
184
2
0
24 Nov 2023
GeoFormer: Predicting Human Mobility using Generative Pre-trained
  Transformer (GPT)
GeoFormer: Predicting Human Mobility using Generative Pre-trained Transformer (GPT)
Aivin V. Solatorio
AI4CE
210
22
0
09 Nov 2023
Visual-Attribute Prompt Learning for Progressive Mild Cognitive
  Impairment Prediction
Visual-Attribute Prompt Learning for Progressive Mild Cognitive Impairment PredictionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Luoyao Kang
Haifan Gong
Xiang Wan
Haofeng Li
312
8
0
22 Oct 2023
FATA-Trans: Field And Time-Aware Transformer for Sequential Tabular Data
FATA-Trans: Field And Time-Aware Transformer for Sequential Tabular Data
Dongyu Zhang
Liang Wang
Xin Dai
Shubham Jain
Junpeng Wang
Yujie Fan
Chin-Chia Michael Yeh
Yan Zheng
Zhongfang Zhuang
Wei Zhang
LMTDAI4TS
248
16
0
20 Oct 2023
TabuLa: Harnessing Language Models for Tabular Data Synthesis
TabuLa: Harnessing Language Models for Tabular Data Synthesis
Zilong Zhao
Robert Birke
Lydia Y. Chen
LMTD
478
49
0
19 Oct 2023
Methods for generating and evaluating synthetic longitudinal patient
  data: a systematic review
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review
Katariina Perkonoja
Kari Auranen
Joni Virta
SyDa
313
6
0
21 Sep 2023
A Survey on Time-Series Pre-Trained Models
A Survey on Time-Series Pre-Trained ModelsIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023
Qianli Ma
Ziqiang Liu
Zhenjing Zheng
Ziyang Huang
Siying Zhu
Zhongzhong Yu
James T. Kwok
AI4TS
293
95
0
18 May 2023
Auditing and Generating Synthetic Data with Controllable Trust
  Trade-offs
Auditing and Generating Synthetic Data with Controllable Trust Trade-offsIEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), 2023
Brian M. Belgodere
Pierre Dognin
Adam Ivankay
Igor Melnyk
Youssef Mroueh
...
Mattia Rigotti
Jerret Ross
Yair Schiff
Radhika Vedpathak
Richard A. Young
549
18
0
21 Apr 2023
One Transformer for All Time Series: Representing and Training with Time-Dependent Heterogeneous Tabular Data
One Transformer for All Time Series: Representing and Training with Time-Dependent Heterogeneous Tabular DataMachine-mediated learning (ML), 2023
Simone Luetto
Fabrizio Garuti
E. Sangineto
L. Forni
Rita Cucchiara
LMTDAI4TS
343
18
0
13 Feb 2023
REaLTabFormer: Generating Realistic Relational and Tabular Data using
  Transformers
REaLTabFormer: Generating Realistic Relational and Tabular Data using Transformers
Aivin V. Solatorio
Olivier Dupriez
LMTD
246
112
0
04 Feb 2023
AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions
AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions
Michael A. Alcorn
247
2
0
21 Jan 2023
Semi-Structured Object Sequence Encoders
Semi-Structured Object Sequence EncodersConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
V. Rudramurthy
Riyaz Ahmad Bhat
Chulaka Gunasekara
Siva Sankalp Patel
H. Wan
Tejas I. Dhamecha
Danish Contractor
Marina Danilevsky
523
0
0
03 Jan 2023
LUNA: Language Understanding with Number Augmentations on Transformers
  via Number Plugins and Pre-training
LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training
Hongwei Han
Jialiang Xu
Mengyuan Zhou
Yijia Shao
Shi Han
Dongmei Zhang
LMTD
286
12
0
06 Dec 2022
Towards Robust Numerical Question Answering: Diagnosing Numerical
  Capabilities of NLP Systems
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP SystemsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Jialiang Xu
Mengyu Zhou
Xinyi He
Shi Han
Dongmei Zhang
AAMLELMAIMat
219
9
0
14 Nov 2022
Language Models are Realistic Tabular Data Generators
Language Models are Realistic Tabular Data GeneratorsInternational Conference on Learning Representations (ICLR), 2022
V. Borisov
Kathrin Seßler
Tobias Leemann
Martin Pawelczyk
Gjergji Kasneci
LMTD
368
358
0
12 Oct 2022
Masked Multi-Step Multivariate Time Series Forecasting with Future
  Information
Masked Multi-Step Multivariate Time Series Forecasting with Future Information
Yiwei Fu
Honggang Wang
Nurali Virani
AI4TS
205
2
0
28 Sep 2022
TabText: Language-Based Representations of Tabular Health Data for Predictive Modelling
TabText: Language-Based Representations of Tabular Health Data for Predictive Modelling
Kimberly Villalobos Carballo
Liangyuan Na
Yu Ma
L. Boussioux
C. Zeng
L. Soenksen
Dimitris Bertsimas
LMTD
430
8
0
21 Jun 2022
12
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