N-BEATS: Neural basis expansion analysis for interpretable time series forecasting

24 May 2019

Papers citing "N-BEATS: Neural basis expansion analysis for interpretable time series forecasting"

50 / 160 papers shown

Title
Deep Learning-Based Forecasting of Boarding Patient Counts to Address ED Overcrowding Orhun Vural Bunyamin Ozaydin Khalid Y. Aram James Booth Brittany F. Lindsey Abdulaziz Ahmed 9 0 0 20 May 2025
PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification Hongrui Kou Jingkai Li Ziyu Wang Zhouhang Lv Yuxin Zhang Cheng Wang ViT AI4TS 9 0 0 19 May 2025
Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment Siming Sun Kai Zhang Xuejun Jiang Wenchao Meng Qinmin Yang AI4TS 12 0 0 19 May 2025
Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting Yueyang Yao Jiajun Li Xingyuan Dai MengMeng Zhang Xiaoyan Gong Fei-Yue Wang Yisheng Lv AI4TS 28 0 0 16 May 2025
A Multi-scale Representation Learning Framework for Long-Term Time Series Forecasting Boshi Gao Qingjian Ni Fanbo Ju Yu Chen Ziqi Zhao AI4TS 31 0 0 13 May 2025
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Charupriya Sharma Iñaki Estella Aguerri Daniel Guimarans AI4TS 26 0 0 06 May 2025
How Effective are Large Time Series Models in Hydrology? A Study on Water Level Forecasting in Everglades Rahuul Rangaraj Jimeng Shi Azam Shirali Rajendra Paudel Yanzhao Wu Giri Narasimhan 48 0 0 02 May 2025
Do global forecasting models require frequent retraining? Marco Zanotti 42 0 0 01 May 2025
Pretraining Large Brain Language Model for Active BCI: Silent Speech Jinzhao Zhou Zehong Cao Yiqun Duan Connor Barkley Daniel Leong ... Ziyi Zhao T. Do Yu-Cheng Chang Sheng-Fu Liang Chin-Teng Lin 39 0 0 29 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 34 0 0 19 Apr 2025
TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Yihang Lu Yangyang Xu Qitao Qing Xianwei Meng AI4TS 51 0 0 17 Apr 2025
SCENT: Robust Spatiotemporal Learning for Continuous Scientific Data via Scalable Conditioned Neural Fields David K. Park Xihaier Luo Guang Zhao Seungjun Lee M. Oprescu Shinjae Yoo AI4TS 34 0 0 16 Apr 2025
Forecasting Cryptocurrency Prices using Contextual ES-adRNN with Exogenous Variables Slawek Smyl Grzegorz Dudek Paweł Pełka AI4TS 26 1 0 11 Apr 2025
ModelRadar: Aspect-based Forecast Evaluation Vítor Cerqueira Luis Roque Carlos Soares 64 0 0 31 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuning Yuze Li Wei Zhu AI4TS 75 1 0 21 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang R. Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 203 2 0 04 Mar 2025
Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Raeid Saqur Anastasis Kratsios Florian Krach Yannick Limmer Jacob-Junqi Tian John Willes Blanka Horvath Frank Rudzicz MoE 58 0 0 24 Feb 2025
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 44 0 0 24 Feb 2025
Time series forecasting based on optimized LLM for fault prediction in distribution power grid insulators João Pedro Matos-Carvalho Stefano Frizzo Stefenon Valderi Reis Quietinho Leithardt Kin-Choong Yow AI4TS 43 0 0 24 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 65 0 0 17 Feb 2025
Investigating Compositional Reasoning in Time Series Foundation Models Willa Potosnak Cristian Challu Mononito Goswami Kin G. Olivares Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 53 0 0 09 Feb 2025
STAN: Smooth Transition Autoregressive Networks Hugo Inzirillo Remi Genet 70 0 0 30 Jan 2025
An Investigation into Seasonal Variations in Energy Forecasting for Student Residences Muhammad Umair Danish Mathumitha Sureshkumar Thanuri Fonseka Umeshika Uthayakumar Vinura Galwaduge 44 0 0 13 Jan 2025
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks Fuhang Liang Rucong Xu Deng Lin OOD 38 0 0 10 Jan 2025
Progressive Supervision via Label Decomposition: An Long-Term and Large-Scale Wireless Traffic Forecasting Method Daojun Liang Haixia Zhang Dongfeng Yuan AI4TS 45 0 0 09 Jan 2025
TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis Sabera Talukder Yisong Yue Georgia Gkioxari AI4TS 53 13 0 03 Jan 2025
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Yuang Zhao Tianyu Li Jiadong Chen Shenrong Ye Fuxin Jiang Tieying Zhang Xiaofeng Gao AI4TS 248 0 0 26 Nov 2024
TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly Detection Mengxuan Li Ke Liu Hongyang Chen Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 96 1 0 18 Nov 2024
ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer Jiawen Zhang Shun Zheng Xumeng Wen Xiaofang Zhou Jiang Bian Jiajun Li AI4TS 44 3 0 04 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang Jinfeng Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 45 1 0 03 Nov 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 226 0 0 28 Oct 2024
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li Xiaoming Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 48 11 0 21 Oct 2024
UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba Li Wu Wenbin Pei Jiulong Jiao Qiang Zhang Mamba AI4TS 38 2 0 15 Oct 2024
Active Learning of Robot Vision Using Adaptive Path Planning Julius Ruckin Federico Magistri Cyrill Stachniss Marija Popović SSL 31 0 0 14 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 53 1 0 09 Oct 2024
FAN: Fourier Analysis Networks Yihong Dong Ge Li Yongding Tao Xue Jiang Kechi Zhang Jia Li Jing Su Jing Su Jun Zhang Jingjing Xu AI4TS 23 4 0 03 Oct 2024
Using dynamic loss weighting to boost improvements in forecast stability Daan Caljon Jeff Vercauteren Simon De Vos Wouter Verbeke Jente Van Belle 42 0 0 26 Sep 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts Xiaoming Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 48 32 0 24 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 42 6 0 24 Sep 2024
A Gated Residual Kolmogorov-Arnold Networks for Mixtures of Experts Hugo Inzirillo Remi Genet MoE 38 4 0 23 Sep 2024
Machine Learning for Predicting Chaotic Systems Christof Schötz Alistair J R White Maximilian Gelbrecht Niklas Boers AI4CE 41 4 0 29 Jul 2024
Lag Selection for Univariate Time Series Forecasting using Deep Learning: An Empirical Study José Leites Vítor Cerqueira Carlos Soares AI4TS 48 2 0 18 May 2024
WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting Ziyou Guo Yan Sun Tieru Wu AI4TS 40 2 0 17 May 2024
LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting Stijn Verdenius Andrea Zerio Roy L.M. Wang BDL AI4TS AI4CE 36 2 0 16 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 48 3 0 01 May 2024
Any-Quantile Probabilistic Forecasting of Short-Term Electricity Demand Slawek Smyl Boris N. Oreshkin Paweł Pełka Grzegorz Dudek AI4TS 40 0 0 26 Apr 2024
Designing forecasting software for forecast users: Empowering non-experts to create and understand their own forecasts Richard Stromer Oskar Triebe Chad Zanocco Ram Rajagopal AI4TS 22 0 0 22 Apr 2024
ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting Hengyu Ye Jiadong Chen Shijin Gong Fuxin Jiang Tieying Zhang Jianjun Chen Xiaofeng Gao AI4TS 37 3 0 08 Apr 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning Peiyuan Liu Hang Guo Tao Dai Naiqi Li Jigang Bao Xudong Ren Yong Jiang Shu-Tao Xia AI4TS 70 18 0 12 Mar 2024
Probing the Robustness of Time-series Forecasting Models with CounterfacTS Haakon Hanisch Kjaernli Lluis Mas-Ribas Aida Ashrafi Gleb Sizov Helge Langseth Odd Erik Gundersen AI4TS 36 0 0 06 Mar 2024