Tabular Transformers for Modeling Multivariate Time Series

Tabular Transformers for Modeling Multivariate Time Series

3 November 2020

Papers citing "Tabular Transformers for Modeling Multivariate Time Series"

19 / 19 papers shown

Title
Diffusion Transformers for Tabular Data Time Series Generation Fabrizio Garuti E. Sangineto Simone Luetto L. Forni Rita Cucchiara 76 0 0 10 Apr 2025
TIMeSynC: Temporal Intent Modelling with Synchronized Context Encodings for Financial Service Applications Dwipam Katariya Juan Manuel Origgi Yage Wang Thomas Caputo AI4TS 54 0 0 01 Oct 2024
HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting? Ivan Karpukhin F. Shipilov Andrey Savchenko AI4TS 59 4 0 20 Jun 2024
Saturn Platform: Foundation Model Operations and Generative AI for Financial Services Antonio Busson Rennan Gaio Rafael H. Rocha Francisco Evangelista Bruno Rizzi Luan Carvalho Rafael Miceli Marcos Rabaioli David Favaro 28 1 0 12 Dec 2023
TabMT: Generating tabular data with masked transformers Manbir Gulati Paul F. Roysdon LMTD 50 33 0 11 Dec 2023
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 64 2 0 24 Nov 2023
GeoFormer: Predicting Human Mobility using Generative Pre-trained Transformer (GPT) Aivin V. Solatorio AI4CE 14 12 0 09 Nov 2023
TabuLa: Harnessing Language Models for Tabular Data Synthesis Zilong Zhao Robert Birke Lydia Y. Chen LMTD 43 29 0 19 Oct 2023
Auditing and Generating Synthetic Data with Controllable Trust Trade-offs Brian M. Belgodere Pierre Dognin Adam Ivankay Igor Melnyk Youssef Mroueh ... Mattia Rigotti Jerret Ross Yair Schiff Radhika Vedpathak Richard A. Young 34 12 0 21 Apr 2023
One Transformer for All Time Series: Representing and Training with Time-Dependent Heterogeneous Tabular Data Simone Luetto Fabrizio Garuti E. Sangineto L. Forni Rita Cucchiara LMTD AI4TS 89 10 0 13 Feb 2023
REaLTabFormer: Generating Realistic Relational and Tabular Data using Transformers Aivin V. Solatorio Olivier Dupriez LMTD 26 61 0 04 Feb 2023
AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions Michael A. Alcorn 35 0 0 21 Jan 2023
Semi-Structured Object Sequence Encoders V. Rudramurthy Riyaz Ahmad Bhat Chulaka Gunasekara Siva Sankalp Patel H. Wan Tejas I. Dhamecha Danish Contractor Marina Danilevsky 61 0 0 03 Jan 2023
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 29 7 0 06 Dec 2022
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems Jialiang Xu Mengyu Zhou Xinyi He Shi Han Dongmei Zhang AAML ELM AIMat 20 6 0 14 Nov 2022
Language Models are Realistic Tabular Data Generators V. Borisov Kathrin Seßler Tobias Leemann Martin Pawelczyk Gjergji Kasneci LMTD 27 223 0 12 Oct 2022
TransTab: Learning Transferable Tabular Transformers Across Tables Zifeng Wang Jimeng Sun LMTD 36 137 0 19 May 2022
Generative Modeling of Complex Data Luca Canale Nicolas Grislain Grégoire Lothe Johanne Leduc SyDa 30 4 0 04 Feb 2022
TGRNet: A Table Graph Reconstruction Network for Table Structure Recognition Wenyuan Xue Baosheng Yu Wen Wang Dacheng Tao Qingyong Li LMTD 22 41 0 20 Jun 2021