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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 / 474 papers shown

Title
EXPRTS: Exploring and Probing the Robustness of Time Series Forecasting Models Haakon Hanisch Kjaernli Lluis Mas-Ribas Hans Jakob Håland Gleb Sizov Aida Ashrafi Helge Langseth Odd Erik Gundersen AI4TS 132 0 0 01 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 25 0 0 17 Jun 2025
SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting Yitian Zhang Liheng Ma Antonios Valkanas Boris N. Oreshkin Mark Coates AI4TS 48 0 0 17 Jun 2025
Forecast-Then-Optimize Deep Learning Methods Jinhang Jiang Nan Wu Ben Liu Mei Feng Xin Ji Karthik Srinivasan AI4TS 39 0 0 16 Jun 2025
CoIFNet: A Unified Framework for Multivariate Time Series Forecasting with Missing Values Kai Tang Ji Zhang Hua Meng Minbo Ma Qi Xiong Jie Xu Tianrui Li Tianrui Li AI4TS 40 0 0 16 Jun 2025
A Review of the Long Horizon Forecasting Problem in Time Series Analysis Hans Krupakar Kandappan V A AI4TS 22 0 0 15 Jun 2025
KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting Hang Ye Gaoxiang Duan Haoran Zeng Yangxin Zhu Lingxue Meng Xiaoying Zheng Yongxin Zhu AI4TS 36 0 0 10 Jun 2025
MIRA: Medical Time Series Foundation Model for Real-World Health Data Hao Li Bowen Deng Chang Xu Zhiyuan Feng Viktor Schlegel ... Yizheng Sun Jingyuan Sun Kailai Yang Yiyao Yu Jiang Bian AI4TS OOD AI4CE 62 0 0 09 Jun 2025
LETS Forecast: Learning Embedology for Time Series Forecasting Abrar Majeedi Viswanatha Reddy Gajjala Satya Sai Srinath Namburi Gnvv Nada Magdi Elkordi Yin Li AI4TS 34 0 0 06 Jun 2025
The cost of ensembling: is it always worth combining? Marco Zanotti AI4TS 167 1 0 05 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 67 0 0 03 Jun 2025
Dynamic Modes as Time Representation for Spatiotemporal Forecasting Menglin Kong Vincent Zhihao Zheng Xudong Wang Lijun Sun AI4TS 36 0 0 01 Jun 2025
Probabilistic Forecasting for Building Energy Systems using Time-Series Foundation Models Young-Jin Park François Germain Jing Liu Ye Wang T. Koike-Akino Gordon Wichern Navid Azizan C. Laughman Ankush Chakrabarty AI4TS AI4CE 42 0 0 31 May 2025
Generalisation Bounds of Zero-Shot Economic Forecasting using Time Series Foundation Models Jittarin Jetwiriyanon Teo Susnjak Surangika Ranathunga AI4TS 17 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 25 0 0 29 May 2025
Improving Time Series Forecasting via Instance-aware Post-hoc Revision Zhiding Liu Mingyue Cheng Guanhao Zhao Jiqian Yang Qi Liu Enhong Chen AI4TS 38 0 0 29 May 2025
Mamba Integrated with Physics Principles Masters Long-term Chaotic System Forecasting Chang Liu Bohao Zhao Jingtao Ding Huandong Wang Yong Li Mamba AI4CE 38 0 0 29 May 2025
Forecasting Multivariate Urban Data via Decomposition and Spatio-Temporal Graph Analysis Amirhossein Sohrabbeig Omid Ardakanian Petr Musilek AI4TS AI4CE 31 0 0 28 May 2025
CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations Haotian Si Changhua Pei Jianhui Li Dan Pei Gaogang Xie AI4TS 24 0 0 25 May 2025
Output Scaling: YingLong-Delayed Chain of Thought in a Large Pretrained Time Series Forecasting Model Xue Wang Tian Zhou Jinyang Gao Bolin Ding Jingren Zhou AI4TS AI4CE LRM 19 0 0 20 May 2025
Deep Learning-Based Forecasting of Boarding Patient Counts to Address ED Overcrowding Orhun Vural Bunyamin Ozaydin Khalid Y. Aram James Booth Brittany F. Lindsey 58 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 54 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 60 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 Wang Yisheng Lv AI4TS 100 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 58 0 0 13 May 2025
DELPHYNE: A Pre-Trained Model for General and Financial Time Series Xueying Ding Aakriti Mittal Achintya Gopal AI4TS 26 0 0 12 May 2025
Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation Charupriya Sharma Iñaki Estella Aguerri Daniel Guimarans AI4TS 62 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 112 1 0 02 May 2025
On the retraining frequency of global forecasting models Marco Zanotti 85 2 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 110 1 0 29 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 197 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 104 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 Miruna Oprescu Shinjae Yoo AI4TS 62 0 0 16 Apr 2025
Bidirectional Linear Recurrent Models for Sequence-Level Multisource Fusion Qisai Liu Zhanhong Jiang Joshua R. Waite Chao Liu Aditya Balu Soumik Sarkar AI4TS 57 0 0 11 Apr 2025
Forecasting Cryptocurrency Prices using Contextual ES-adRNN with Exogenous Variables Slawek Smyl Grzegorz Dudek Paweł Pełka AI4TS 79 1 0 11 Apr 2025
Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Taibiao Zhao Xiaobing Chen Mingxuan Sun AI4TS 127 1 0 10 Apr 2025
ms-Mamba: Multi-scale Mamba for Time-Series Forecasting Yusuf Meric Karadag Sinan Kalkan Ipek Gursel Dino Mamba AI4TS AI4CE 85 1 0 10 Apr 2025
Foundation Models for Time Series: A Survey Siva Rama Krishna Kottapalli Karthik Hubli Sandeep Chandrashekhara Garima Jain Sunayana Hubli Gayathri Botla Ramesh Doddaiah AI4TS AI4CE 120 0 0 05 Apr 2025
A Prefixed Patch Time Series Transformer for Two-Point Boundary Value Problems in Three-Body Problems Akira Hatakeyama Shota Ito Toshihiko Yanase Naoya Ozaki 134 0 0 02 Apr 2025
Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting Reza Nematirad Anil Pahwa Balasubramaniam Natarajan AI4TS 72 2 0 31 Mar 2025
CITRAS: Covariate-Informed Transformer for Time Series Forecasting Yosuke Yamaguchi Issei Suemitsu Wenpeng Wei AI4TS 111 2 0 31 Mar 2025
ModelRadar: Aspect-based Forecast Evaluation Vítor Cerqueira Luis Roque Carlos Soares 192 0 0 31 Mar 2025
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting Qingdi Yu Zhiwei Cao R. Wang Zhen Yang Lijun Deng Min Hu Yong Luo Xin Zhou AI4TS 136 0 0 27 Mar 2025
Addressing Challenges in Time Series Forecasting: A Comprehensive Comparison of Machine Learning Techniques Seyedeh Azadeh Fallah Mortezanejad Ruochen Wang AI4TS 121 0 0 26 Mar 2025
UniEDU: A Unified Language and Vision Assistant for Education Applications Zhendong Chu Jian Xie Shen Wang Ziyi Wang Qingsong Wen AI4Ed 153 0 0 26 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuning Yuze Li Wei Zhu AI4TS 251 1 0 21 Mar 2025
Temporal Encoding Strategies for Energy Time Series Prediction Aayam Bansal Keertan Balaji Zeus Lalani AI4TS 71 0 0 19 Mar 2025
TimeFound: A Foundation Model for Time Series Forecasting Congxi Xiao Jingbo Zhou Yixiong Xiao Xinjiang Lu Le Zhang Hui Xiong AI4TS 94 0 0 06 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang Riza Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 443 4 0 04 Mar 2025
SeqFusion: Sequential Fusion of Pre-Trained Models for Zero-Shot Time-Series Forecasting Ting Huang Xu-Yang Chen Han-Jia Ye AI4TS 85 1 0 04 Mar 2025