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Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting

International Journal of Forecasting (IJF), 2019

19 December 2019

Tomas Pfister

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

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Title
Statistically-Guided Dual-Domain Meta-Learning with Adaptive Multi-Prototype Aggregation for Distributed Fiber Optic Sensing Yifan He H. Zhang Qiuheng Song Lin Lei Zhenxuan Zeng Haoyang He Hongyan Wu 116 0 0 24 Dec 2025
Robust Probabilistic Load Forecasting for a Single Household: A Comparative Study from SARIMA to Transformers on the REFIT Dataset Midhun Manoj AI4TS 64 0 0 30 Nov 2025
Privacy-Preserving Generative Modeling and Clinical Validation of Longitudinal Health Records for Chronic Disease Benjamin D. Ballyk Ankit Gupta Sujay Konda Kavitha Subramanian Chris Landon Ahmed Ammar Naseer Georg Maierhofer Sumanth Swaminathan Vasudevan Venkateshwaran SyDa 265 0 0 29 Nov 2025
The More, the Merrier: Contrastive Fusion for Higher-Order Multimodal Alignment Stefanos Koutoupis Michaela Areti Zervou Konstantinos Kontras M. D. Vos Panagiotis Tsakalides Grigorios Tsagatakis 81 0 0 26 Nov 2025
Uncertainty-Aware Deep Learning Framework for Remaining Useful Life Prediction in Turbofan Engines with Learned Aleatoric Uncertainty Krishang Sharma 149 0 0 24 Nov 2025
OmniTFT: Omni Target Forecasting for Vital Signs and Laboratory Result Trajectories in Multi Center ICU Data Wanzhe Xu Yutong Dai Yitao Yang Martin Loza Weihang Zhang Yang Cui Xin Zeng Sung Joon Park Kenta Nakai AI4TS 138 0 0 23 Nov 2025
STREAM-VAE: Dual-Path Routing for Slow and Fast Dynamics in Vehicle Telemetry Anomaly Detection Kadir-Kaan Özer René Ebeling Markus Enzweiler AI4TS 76 0 0 19 Nov 2025
Multi-layer Stack Ensembles for Time Series Forecasting Nathanael Bosch Oleksandr Shchur Nick Erickson Michael Bohlke-Schneider Caner Turkmen AI4TS 161 1 0 19 Nov 2025
TTF: A Trapezoidal Temporal Fusion Framework for LTV Forecasting in Douyin Yibing Wan Zhengxiong Guan Chaoli Zhang Xiaoyang Li Lai Xu Beibei Jia Zhenzhe Zheng Fan Wu AI4TS 28 0 0 19 Nov 2025
Leveraging Exogenous Signals for Hydrology Time Series Forecasting Junyang He Judy Fox Alireza Jafari Ying-Jung Chen Geoffrey C. Fox AI4TS 72 0 0 14 Nov 2025
Predicting the Future by Retrieving the Past Dazhao Du Tao Han Song Guo AI4TS 152 0 0 08 Nov 2025
A Hybrid Deep Learning based Carbon Price Forecasting Framework with Structural Breakpoints Detection and Signal Denoising Runsheng Ren Jing Li Yanxiu Li Shixun Huang Jun Shen W. Li John Le Sheng Wang 314 0 0 07 Nov 2025
Temporal convolutional and fusional transformer model with Bi-LSTM encoder-decoder for multi-time-window remaining useful life prediction Mohamadreza Akbari Pour Mohamad Sadeq Karimi Amir Hossein Mazloumi AI4CE 64 1 0 06 Nov 2025
DoFlow: Causal Generative Flows for Interventional and Counterfactual Time-Series Prediction Dongze Wu Feng Qiu Yao Xie AI4TS OOD BDL AI4CE 370 0 0 04 Nov 2025
Differentiable Hierarchical Visual Tokenization Marius Aasan Martine Hjelkrem-Tan Nico Catalano Changkyu Choi Adín Ramirez Rivera 200 0 0 04 Nov 2025
Temporal Fusion Transformer for Multi-Horizon Probabilistic Forecasting of Weekly Retail Sales Santhi Bharath Punati Sandeep Kanta Udaya Bhasker Cheerala Madhusudan G Lanjewar Praveen Damacharla 60 0 0 01 Nov 2025
Discovering EV Charging Site Archetypes Through Few Shot Forecasting: The First U.S.-Wide Study Kshitij Nikhal Luke Ackerknecht B. Riggan Phil Stahlfeld 79 0 0 30 Oct 2025
Bridging the Divide: End-to-End Sequence-Graph Learning Yuen Chen Yulun Wu Samuel Sharpe Igor Melnyk Nam Nguyen Furong Huang C. Bayan Bruss Rizal Fathony 90 0 0 29 Oct 2025
ARIMA_PLUS: Large-scale, Accurate, Automatic and Interpretable In-Database Time Series Forecasting and Anomaly Detection in Google BigQuery Xi Cheng Weijie Shen Haoming Chen Chaoyi Shen Jean Ortega ... Gang Liu Haiyang Qi Omid Fatemieh Chris Fry Jing Jing Long AI4TS 96 0 0 28 Oct 2025
Parallel BiLSTM-Transformer networks for forecasting chaotic dynamics Junwen Ma Mingyu Ge Y. Wang Yong Zhang Weicheng Fu AI4TS 108 0 0 27 Oct 2025
Gradual Forgetting: Logarithmic Compression for Extending Transformer Context Windows Billy Dickson Zoran Tiganj CLL 124 1 0 25 Oct 2025
Crisis-Resilient Portfolio Management via Graph-based Spatio-Temporal Learning Zan Li Rui Fan AI4TS 98 1 0 23 Oct 2025
QKCV Attention: Enhancing Time Series Forecasting with Static Categorical Embeddings for Both Lightweight and Pre-trained Foundation Models Hao Wang B. Ma AI4TS 100 0 0 21 Oct 2025
Xihe: Scalable Zero-Shot Time Series Learner Via Hierarchical Interleaved Block Attention Yinbo Sun Yuchen Fang Zhibo Zhu Jia Li Yu Liu Qiwen Deng Jun Zhou Hang Yu Xingyu Lu Lintao Ma AI4TS 287 0 0 20 Oct 2025
Benchmarking Probabilistic Time Series Forecasting Models on Neural Activity Ziyu Lu Anna J. Li Alexander E. Ladd Pascha Matveev Aditya Deole Eric Shea-Brown J. Nathan Kutz Nicholas A. Steinmetz BDL AI4TS 170 0 0 20 Oct 2025
Chronos-2: From Univariate to Universal Forecasting Abdul Fatir Ansari Oleksandr Shchur Jaris Küken Andreas Auer Boran Han ... Hao Wang Huzefa Rangwala George Karypis Yuyang Wang Michael Bohlke-Schneider AI4TS BDL 225 6 0 17 Oct 2025
On Evaluating Loss Functions for Stock Ranking: An Empirical Analysis With Transformer Model Jan Kwiatkowski Jarosław A. Chudziak AIFin 92 0 0 15 Oct 2025
CoRA: Covariate-Aware Adaptation of Time Series Foundation Models Guo Qin Z. Chen Yong Liu Z. Shi Haixuan Liu Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS AI4CE 108 0 0 14 Oct 2025
Rethinking deep learning: linear regression remains a key benchmark in predicting terrestrial water storage Wanshu Nie Sujay V. Kumar Junyu Chen Long Zhao Olya Skulovich Jinwoong Yoo Justin Pflug Shahryar Khalique Ahmad Goutam Konapala AI4Cl AI4CE 180 0 0 12 Oct 2025
Multi-Agent Regime-Conditioned Diffusion (MARCD) for CVaR-Constrained Portfolio Decisions Ali Atiah Alzahrani DiffM 112 0 0 12 Oct 2025
Variability Aware Recursive Neural Network (VARNN): A Residual-Memory Model for Capturing Temporal Deviation in Sequence Regression Modeling Haroon Gharwi Kai Shu AI4TS 64 0 0 10 Oct 2025
STaTS: Structure-Aware Temporal Sequence Summarization via Statistical Window Merging Disharee Bhowmick Ranjith Ramanathan Sathyanarayanan N. Aakur AI4TS 99 0 0 10 Oct 2025
UAMDP: Uncertainty-Aware Markov Decision Process for Risk-Constrained Reinforcement Learning from Probabilistic Forecasts Michal Koren Or Peretz Tai Dinh Philip S. Yu 92 0 0 09 Oct 2025
MLLM4TS: Leveraging Vision and Multimodal Language Models for General Time-Series Analysis Qinghua Liu Sam Heshmati Zheda Mai Zubin Abraham John Paparrizos Liu Ren AI4TS 131 1 0 08 Oct 2025
Smart Contract Adoption under Discrete Overdispersed Demand: A Negative Binomial Optimization Perspective Jinho Cha Sahng-Min Han Long Pham 73 0 0 07 Oct 2025
Forking-Sequences Willa Potosnak Malcolm Wolff Boris N. Oreshkin Mengfei Cao Michael W. Mahoney Dmitry Efimov Kin G. Olivares Boris Oreshkin Kin G. Olivares AI4TS 172 0 0 06 Oct 2025
Benchmarking M-LTSF: Frequency and Noise-Based Evaluation of Multivariate Long Time Series Forecasting Models Nick Janßen Melanie Schaller Bodo Rosenhahn AI4TS 144 1 0 06 Oct 2025
Forecasting-based Biomedical Time-series Data Synthesis for Open Data and Robust AI Youngjoon Lee Seongmin Cho Yehhyun Jo J. Gong Hyunjoo Jenny Lee Joonhyuk Kang AI4TS 132 0 0 06 Oct 2025
Noise or Signal? Deconstructing Contradictions and An Adaptive Remedy for Reversible Normalization in Time Series Forecasting Fanzhe Fu Yang Yang AI4TS 88 0 0 06 Oct 2025
SSM-CGM: Interpretable State-Space Forecasting Model of Continuous Glucose Monitoring for Personalized Diabetes Management Shakson Isaac Yentl Collin Chirag J. Patel 96 1 0 05 Oct 2025
Signature-Informed Transformer for Asset Allocation Yoontae Hwang Stefan Zohren AIFin 128 0 0 03 Oct 2025
TS-Reasoner: Aligning Time Series Foundation Models with LLM Reasoning Fangxu Yu Hongyu Zhao Tianyi Zhou AI4TS 120 0 0 03 Oct 2025
Understanding Transformers for Time Series: Rank Structure, Flow-of-ranks, and Compressibility Annan Yu Danielle C. Maddix Boran Han Xiyuan Zhang Abdul Fatir Ansari Oleksandr Shchur Christos Faloutsos Andrew Gordon Wilson Michael W. Mahoney Yuyang Wang AI4TS 152 2 0 02 Oct 2025
A Neuro-Fuzzy System for Interpretable Long-Term Stock Market Forecasting Miha Ožbot Igor Škrjanc Vitomir Štruc AI4TS AIFin 85 0 0 01 Oct 2025
DSAT-HD: Dual-Stream Adaptive Transformer with Hybrid Decomposition for Multivariate Time Series Forecasting Zixu Wang Hongbin Dong Xiaoping Zhang AI4TS 56 0 0 29 Sep 2025
IndexNet: Timestamp and Variable-Aware Modeling for Time Series Forecasting Beiliang Wu Peiyuan Liu Yifan Hu Luyan Zhang Ao Hu Zenglin Xu AI4TS 111 0 0 28 Sep 2025
ProtoTS: Learning Hierarchical Prototypes for Explainable Time Series Forecasting Ziheng Peng Shijie Ren Xinyue Gu Linxiao Yang Xiting Wang Liang Sun AI4TS 245 0 0 27 Sep 2025
Learning Temporal Saliency for Time Series Forecasting with Cross-Scale Attention Ibrahim Delibasoglu Fredrik Heintz AI4TS 96 0 0 26 Sep 2025
Dynamic Lagging for Time-Series Forecasting in E-Commerce Finance: Mitigating Information Loss with A Hybrid ML Architecture Abhishek Sharma Anat Parush Sumit Wadhwa Amihai Savir Anne Guinard Prateek Srivastava AI4TS 61 0 0 24 Sep 2025
A More Realistic Evaluation of Cross-Frequency Transfer Learning and Foundation Forecasting Models Kin G. Olivares Malcolm Wolff Tatiana Konstantinova S. Ramasubramanian Andrew Gordon Wilson ... Andres Potapczynski Willa Potosnak Boris N. Oreshkin Mengfei Cao Dmitry Efimov AI4TS 94 1 0 23 Sep 2025