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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
GluMind: Multimodal Parallel Attention and Knowledge Retention for Robust Cross-Population Blood Glucose Forecasting Ebrahim Farahmand Reza Rahimi Azghan Nooshin Taheri Chatrudi Velarie Yaa Ansu-Baidoo Eric Kim ... Owen Krueger Edison Thomaz Giulia Pedrielli Pavan Turaga Hassan Ghasemzadeh AI4TS 80 0 0 22 Sep 2025
Conv-like Scale-Fusion Time Series Transformer: A Multi-Scale Representation for Variable-Length Long Time Series Kai Zhang Siming Sun Zhengyu Fan Qinmin Yang Xuejun Jiang AI4TS ViT 100 0 0 22 Sep 2025
Ultra-short-term solar power forecasting by deep learning and data reconstruction Jinbao Wang Jun Liu Shiliang Zhang Xuehui Ma 52 1 0 21 Sep 2025
TSGym: Design Choices for Deep Multivariate Time-Series Forecasting Shuang Liang Chaochuan Hou Xu Yao Shiping Wang Minqi Jiang Songqiao Han Hailiang Huang AI4TS 169 0 0 21 Sep 2025
LEMs: A Primer On Large Execution Models Remi Genet Hugo Inzirillo 68 1 0 21 Sep 2025
Quantum Adaptive Self-Attention for Financial Rebalancing: An Empirical Study on Automated Market Makers in Decentralized Finance Ahmad Albarqawi Aidan Hung-Wen Tsai 65 1 0 21 Sep 2025
Super-Linear: A Lightweight Pretrained Mixture of Linear Experts for Time Series Forecasting Liran Nochumsohn Raz Marshanski Hedi Zisling Omri Azencot AI4TS 76 0 0 18 Sep 2025
Adaptive Temporal Fusion Transformers for Cryptocurrency Price Prediction Arash Peik Mohammad Ali Zare Chahooki Amin Milani Fard Mehdi Agha Sarram AI4TS 29 0 0 06 Sep 2025
time2time: Causal Intervention in Hidden States to Simulate Rare Events in Time Series Foundation Models Debdeep Sanyal Aaryan Nagpal Dhruv Kumar Murari Mandal Saurabh Deshpande AI4TS 120 0 0 06 Sep 2025
Scaling Law for Large-Scale Pre-Training Using Chaotic Time Series and Predictability in Financial Time Series Yuki Takemoto AI4TS AIFin 76 0 0 05 Sep 2025
Conformal Prediction for Time-series Forecasting with Change Points S. Sun Rose Yu AI4TS 298 0 0 02 Sep 2025
Forecasting the Ionosphere from Sparse GNSS Data with Temporal-Fusion Transformers Giacomo Acciarini Simone Mestici Halil Kelebek Linnea Wolniewicz Michael Vergalla Madhulika Guhathakurta Umaa Rebbapragada Bala Poduval A. G. Baydin Frank Soboczenski 97 0 0 30 Aug 2025
TimeCopilot Azul Garza Reneé Rosillo AI4TS 155 1 0 30 Aug 2025
PAX-TS: Model-agnostic multi-granular explanations for time series forecasting via localized perturbations Tim Kreuzer Jelena Zdravkovic Panagiotis Papapetrou AI4TS 137 0 0 26 Aug 2025
TANDEM: Temporal Attention-guided Neural Differential Equations for Missingness in Time Series Classification YongKyung Oh Dong-Young Lim Sungil Kim Alex Bui 104 0 0 24 Aug 2025
Artificial Intelligence-Based Multiscale Temporal Modeling for Anomaly Detection in Cloud Services Lian Lian Yilin Li Song Han Renzi Meng Sibo Wang Ming Wang 156 7 0 20 Aug 2025
Adaptive Conformal Prediction Intervals Over Trajectory Ensembles Ruipu Li Daniel Menacho Alexander Rodríguez AI4TS 116 0 0 18 Aug 2025
Interpreting Time Series Forecasts with LIME and SHAP: A Case Study on the Air Passengers Dataset Manish Shukla AI4TS FAtt 68 0 0 17 Aug 2025
Measuring Time Series Forecast Stability for Demand Planning Steven Klee Yuntian Xia AI4TS 48 0 0 13 Aug 2025
Adaptive Fine-Tuning via Pattern Specialization for Deep Time Series Forecasting Amal Saadallah Abdulaziz Al-Ademi AI4TS 88 0 0 11 Aug 2025
N-BEATS-MOE: N-BEATS with a Mixture-of-Experts Layer for Heterogeneous Time Series Forecasting Ricardo Matos Luis Roque Vítor Cerqueira AI4TS MoE 64 0 0 10 Aug 2025
From Values to Tokens: An LLM-Driven Framework for Context-aware Time Series Forecasting via Symbolic Discretization Xiaoyu Tao Shilong Zhang Mingyue Cheng Daoyu Wang Tingyue Pan Bokai Pan Changqing Zhang Shijin Wang AI4TS 113 4 0 08 Aug 2025
Quantum Temporal Fusion Transformer Krishnakanta Barik Goutam Paul AI4TS 155 0 0 06 Aug 2025
VisionTS++: Cross-Modal Time Series Foundation Model with Continual Pre-trained Vision Backbones Lefei Shen Mouxiang Chen Xu Liu Han Fu Xiaoxue Ren Jianling Sun Zhuo Li Chenghao Liu AI4TS 362 2 0 06 Aug 2025
STARE: Predicting Decision Making Based on Spatio-Temporal Eye Movements Moshe Unger Alexander Tuzhilin Michel Wedel 68 0 0 06 Aug 2025
HGTS-Former: Hierarchical HyperGraph Transformer for Multivariate Time Series Analysis Xiao Wang Hao Si Fan Zhang Xiaoya Zhou Dengdi Sun Wanli Lyu Qingquan Yang Jin Tang AI4TS 326 1 0 04 Aug 2025
Semantically-Guided Inference for Conditional Diffusion Models: Enhancing Covariate Consistency in Time Series Forecasting Rui Ding Hanyang Meng Zeyang Zhang Jielong Yang DiffM AI4TS 48 0 0 03 Aug 2025
Recovering Individual-Level Activity Sequences from Location-Based Service Data Using a Novel Transformer-Based Model Weiyu Luo Chenfeng Xiong 74 0 0 02 Aug 2025
Signals, Concepts, and Laws: Toward Universal, Explainable Time-Series Forecasting Hongwei Ma Junbin Gao Minh-Ngoc Tran AI4TS 60 0 0 02 Aug 2025
Hebbian Memory-Augmented Recurrent Networks: Engram Neurons in Deep Learning Daniel Szelogowski 79 0 0 29 Jul 2025
Uncertainty-Aware Knowledge Transformers for Peer-to-Peer Energy Trading with Multi-Agent Reinforcement Learning Mian Ibad Ali Shah Enda Barrett Karl Mason 60 0 0 22 Jul 2025
Probing Information Distribution in Transformer Architectures through Entropy Analysis A. Buonanno Alessandro Rivetti F. Palmieri Giovanni Di Gennaro Gianmarco Romano 123 1 0 21 Jul 2025
Time Series Information Visualization - A Review of Approaches and ToolsIEEE Access (IEEE Access), 2025 Evandro S. Ortigossa Fábio F. Dias Diego C. Nascimento L. G. Nonato AI4TS 104 0 0 20 Jul 2025
Multi-Scale Finetuning for Encoder-based Time Series Foundation Models Zhongzheng Qiao Chenghao Liu Y. Zhang Ming Jin Quang Pham Qingsong Wen P.N. Suganthan Xudong Jiang Savitha Ramasamy AI4TS AI4CE 242 1 0 17 Jun 2025
Forecast-Then-Optimize Deep Learning Methods Jinhang Jiang Nan Wu Ben Liu Mei Feng Xin Ji Karthik Srinivasan AI4TS 178 0 0 16 Jun 2025
MetaEformer: Unveiling and Leveraging Meta-patterns for Complex and Dynamic Systems Load ForecastingKnowledge Discovery and Data Mining (KDD), 2025 Shaoyuan Huang Tiancheng Zhang Zhongtian Zhang Xiaofei Wang Lanjun Wang Xin Wang AI4TS 115 2 0 15 Jun 2025
TFKAN: Time-Frequency KAN for Long-Term Time Series Forecasting Xiaoyan Kui Canwei Liu Qinsong Li Zhipeng Hu Yangyang Shi Weixin Si Beiji Zou AI4TS 109 0 0 15 Jun 2025
An Attention-based Spatio-Temporal Neural Operator for Evolving Physics V. Karkaria Doksoo Lee Yi-Ping Chen Yue Yu Wei Chen AI4CE 167 0 0 12 Jun 2025
Uncovering the Functional Roles of Nonlinearity in Memory Manuel Brenner G. Koppe 171 0 0 09 Jun 2025
End-to-End Probabilistic Framework for Learning with Hard Constraints Utkarsh Utkarsh Danielle C. Maddix Ruijun Ma Michael W. Mahoney Yuyang Wang AI4TS BDL 328 1 0 08 Jun 2025
Zero-Shot Time Series Forecasting with Covariates via In-Context Learning Andreas Auer Raghul Parthipan Pedro Mercado Abdul Fatir Ansari Lorenzo Stella Bernie Wang Michael Bohlke-Schneider Syama Sundar Rangapuram AI4TS 154 6 0 03 Jun 2025
Probabilistic Forecasting for Building Energy Systems using Time-Series Foundation ModelsEnergy and Buildings (Energy Build.), 2025 Young-Jin Park François Germain Jing Liu Ye Wang T. Koike-Akino Gordon Wichern Navid Azizan C. Laughman Ankush Chakrabarty AI4TS AI4CE 103 0 0 31 May 2025
BinConv: A Neural Architecture for Ordinal Encoding in Time-Series Forecasting Andrei Chernov Vitaliy Pozdnyakov Ilya Makarov AI4TS 280 0 0 30 May 2025
TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning Andreas Auer Patrick Podest Daniel Klotz Sebastian Böck Günter Klambauer Sepp Hochreiter AI4TS 199 25 0 29 May 2025
Improving Time Series Forecasting via Instance-aware Post-hoc Revision Zhiding Liu Mingyue Cheng Guanhao Zhao Jiqian Yang Qi Liu Tong Xu AI4TS 231 0 0 29 May 2025
Detecting Informative Channels: ActionFormer Kunpeng Zhao Asahi Miyazaki Tsuyoshi Okita 192 0 0 27 May 2025
VISTA: Vision-Language Inference for Training-Free Stock Time-Series Analysis Tina Khezresmaeilzadeh Parsa Razmara Seyedarmin Azizi Mohammad Erfan Sadeghi Erfan Baghaei Portaghloo AI4TS 483 3 0 24 May 2025
Large Language models for Time Series Analysis: Techniques, Applications, and Challenges Feifei Shi Xueyan Yin Kang Wang Wanyu Tu Qifu Sun Huansheng Ning AI4TS 174 0 0 21 May 2025
Output Scaling: YingLong-Delayed Chain of Thought in a Large Pretrained Time Series Forecasting Model Qingsong Wen Tian Zhou Jinyang Gao Bolin Ding Jingren Zhou AI4TS AI4CE LRM 169 7 0 20 May 2025
MSDformer: Multi-scale Discrete Transformer For Time Series Generation Zhicheng Chen Shibo Feng Xi Xiao Zhong Zhang Qing Li Xingyu Gao Peilin Zhao 204 1 0 20 May 2025