Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting

19 December 2019

Tomas Pfister

Papers citing "Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting"

39 / 389 papers shown

Title
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 69 87 0 24 Sep 2021
Interpretability in Safety-Critical FinancialTrading Systems Gabriel Deza Adelin Travers C. Rowat Nicolas Papernot AAML AIFin 13 1 0 24 Sep 2021
TCCT: Tightly-Coupled Convolutional Transformer on Time Series Forecasting Li Shen Yangzhu Wang AI4TS 32 92 0 29 Aug 2021
Reconstructing a dynamical system and forecasting time series by self-consistent deep learning Zhe Wang C. Guet AI4TS 11 4 0 04 Aug 2021
PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series Paul Jeha Michael Bohlke-Schneider Pedro Mercado Shubham Kapoor Rajbir-Singh Nirwan Valentin Flunkert Jan Gasthaus Tim Januschowski AI4TS 25 45 0 02 Aug 2021
Tsformer: Time series Transformer for tourism demand forecasting Siyuan Yi Xing Chen Chuanming Tang AI4TS 9 2 0 22 Jul 2021
Modality Fusion Network and Personalized Attention in Momentary Stress Detection in the Wild Han Yu T. Vaessen I. Myin‐Germeys Akane Sano 23 13 0 19 Jul 2021
Extreme Precipitation Seasonal Forecast Using a Transformer Neural Network Daniel Salles Civitarese Daniela Szwarcman Bianca Zadrozny C. Watson 16 17 0 14 Jul 2021
Single Model for Influenza Forecasting of Multiple Countries by Multi-task Learning Taichi Murayama Shoko Wakamiya Eiji Aramaki AI4TS 11 0 0 05 Jul 2021
Dynamic Customer Embeddings for Financial Service Applications Nima Chitsazan Samuel Sharpe Dwipam Katariya Qi-Jun Cheng Karthik Rajasethupathy 14 2 0 22 Jun 2021
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Minhao Liu Ailing Zeng Mu-Hwa Chen Zhijian Xu Qiuxia Lai Lingna Ma Qiang Xu AI4TS 16 340 0 17 Jun 2021
Controlling Neural Networks with Rule Representations Sungyong Seo Sercan Ö. Arik Jinsung Yoon Xiang Zhang Kihyuk Sohn Tomas Pfister OOD AI4CE 32 35 0 14 Jun 2021
DMIDAS: Deep Mixed Data Sampling Regression for Long Multi-Horizon Time Series Forecasting Cristian Challu Kin G. Olivares Gus Welter A. Dubrawski AI4TS 13 1 0 07 Jun 2021
Probabilistic Gradient Boosting Machines for Large-Scale Probabilistic Regression O. Sprangers Sebastian Schelter Maarten de Rijke AI4CE 17 38 0 03 Jun 2021
PSEUDo: Interactive Pattern Search in Multivariate Time Series with Locality-Sensitive Hashing and Relevance Feedback Yuncong Yu Dylan Kruyff Tim Becker M. Behrisch AI4TS 25 13 0 30 Apr 2021
Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey Thomas Rojat Raphael Puget David Filliat Javier Del Ser R. Gelin Natalia Díaz Rodríguez XAI AI4TS 41 127 0 02 Apr 2021
Model Selection for Time Series Forecasting: Empirical Analysis of Different Estimators Vítor Cerqueira Luís Torgo Carlos Soares AI4TS 15 6 0 01 Apr 2021
Hierarchical forecasting with a top-down alignment of independent level forecasts Matthias Anderer Feng Li AI4TS 14 13 0 15 Mar 2021
GANav: Efficient Terrain Segmentation for Robot Navigation in Unstructured Outdoor Environments Tianrui Guan D. Kothandaraman Rohan Chandra A. Sathyamoorthy K. Weerakoon Tianyi Zhou 25 103 0 07 Mar 2021
Improving Neural Networks for Time Series Forecasting using Data Augmentation and AutoML Indrajeet Javeri Mohammadhossein Toutiaee I. Arpinar Tom W. Miller John A. Miller AI4TS 19 16 0 02 Mar 2021
Domain Adaptation for Time Series Forecasting via Attention Sharing Xiaoyong Jin Youngsuk Park Danielle C. Maddix Bernie Wang Xifeng Yan TTA OOD AI4TS 104 75 0 13 Feb 2021
Feature Selection for Multivariate Time Series via Network Pruning Kang Gu Soroush Vosoughi T. Prioleau AI4TS 22 5 0 11 Feb 2021
Multi-Task Time Series Forecasting With Shared Attention Zekai Chen Jiaze E Xiao Zhang Hao Sheng Xiuzhen Cheng AI4TS 38 18 0 24 Jan 2021
Do We Really Need Deep Learning Models for Time Series Forecasting? Shereen Elsayed Daniela Thyssens Ahmed Rashed H. Jomaa Lars Schmidt-Thieme AI4TS 16 105 0 06 Jan 2021
Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting Qingyi Pan Wenbo Hu Jun Zhu FAtt AI4TS 23 7 0 16 Dec 2020
EWareNet: Emotion Aware Human Intent Prediction and Adaptive Spatial Profile Fusion for Social Robot Navigation V. Narayanan Bala Murali Manoghar Rama Prashanth RV Aniket Bera 23 11 0 18 Nov 2020
Deep Learning for Flight Demand Forecasting Liya Wang Amy L. Mykityshyn Craig Johnson Benjamin D. Marple AI4TS 16 4 0 06 Nov 2020
Inter-Series Attention Model for COVID-19 Forecasting Xiaoyong Jin Yu-Xiang Wang Xifeng Yan AI4TS 16 36 0 25 Oct 2020
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 19 889 0 06 Oct 2020
MQTransformer: Multi-Horizon Forecasts with Context Dependent and Feedback-Aware Attention Carson Eisenach Yagna Patel Dhruv Madeka AI4TS 16 36 0 30 Sep 2020
Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting Ozan Ozyegen Igor Ilic Mucahit Cevik FAtt AI4TS 8 2 0 18 Sep 2020
Demand Forecasting of Individual Probability Density Functions with Machine Learning Felix Wick U. Kerzel Martin Hahn Moritz Wolf Trapti Singhal Daniel Stemmer Jakob Ernst M. Feindt OOD AI4TS 11 4 0 15 Sep 2020
Interpretable Sequence Learning for COVID-19 Forecasting Sercan Ö. Arik Chun-Liang Li Jinsung Yoon Rajarishi Sinha Arkady Epshteyn ... Martin Nikoltchev Yash Sonthalia Hootan Nakhost Elli Kanal Tomas Pfister AI4TS 20 83 0 03 Aug 2020
Superiority of Simplicity: A Lightweight Model for Network Device Workload Prediction Alexander Acker Thorsten Wittkopp S. Nedelkoski Jasmin Bogatinovski O. Kao 6 3 0 07 Jul 2020
I-BERT: Inductive Generalization of Transformer to Arbitrary Context Lengths Hyoungwook Nam S. Seo Vikram Sharma Malithody Noor Michael Lang Li 21 1 0 18 Jun 2020
The Effectiveness of Discretization in Forecasting: An Empirical Study on Neural Time Series Models Stephan Rabanser Tim Januschowski Valentin Flunkert David Salinas Jan Gasthaus BDL AI4TS 14 20 0 20 May 2020
Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction Cunjun Yu Xiao Ma Jiawei Ren Haiyu Zhao Shuai Yi 26 459 0 18 May 2020
Time Series Forecasting With Deep Learning: A Survey Bryan Lim S. Zohren AI4TS AI4CE 54 1,186 0 28 Apr 2020
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 25 176 0 21 Apr 2020