Time Series Forecasting With Deep Learning: A Survey

28 April 2020

Papers citing "Time Series Forecasting With Deep Learning: A Survey"

50 / 282 papers shown

Title
IRNN: Innovation-driven Recurrent Neural Network for Time-Series Data Modeling and Prediction Yifan Zhou Yibo Wang Chao Shang AI4TS 42 0 0 09 May 2025
Representation Learning of Limit Order Book: A Comprehensive Study and Benchmarking Muyao Zhong Yushi Lin Peng Yang AI4TS 51 0 0 04 May 2025
D-Tracker: Modeling Interest Diffusion in Social Activity Tensor Data Streams Shingo Higashiguchi Yasuko Matsubara Koki Kawabata Taichi Murayama Yasushi Sakurai AI4TS 31 0 0 01 May 2025
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting Chengsen Wang Q. Qi J. Wang Haifeng Sun Zirui Zhuang J. Liao AI4TS 45 0 0 01 May 2025
MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications Ning Xin Jionglong Su Md Maruf Hasan AI4TS 24 0 0 18 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 46 0 0 17 Apr 2025
ms-Mamba: Multi-scale Mamba for Time-Series Forecasting Yusuf Meric Karadag Sinan Kalkan Ipek Gursel Dino Mamba AI4TS AI4CE 50 0 0 10 Apr 2025
Probabilistic QoS Metric Forecasting in Delay-Tolerant Networks Using Conditional Diffusion Models on Latent Dynamics Enming Zhang Zheng Liu Yu Xiang Yanwen Qu 26 0 0 09 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 27 0 0 05 Apr 2025
Experimental Study on Time Series Analysis of Lower Limb Rehabilitation Exercise Data Driven by Novel Model Architecture and Large Models Hengyu Lin AI4CE 26 0 0 04 Apr 2025
Adaptive Classification of Interval-Valued Time Series Wan Tian Zhongfeng Qin AI4TS 34 0 0 04 Apr 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 47 0 0 27 Mar 2025
Comparative analysis and evaluation of ageing forecasting methods for semiconductor devices in online health monitoring Adrian Villalobos Iban Barrutia Rafael Pena-Alzola Tomislav Dragicevic Jose I. Aizpurua 67 0 0 26 Mar 2025
Addressing Challenges in Time Series Forecasting: A Comprehensive Comparison of Machine Learning Techniques Seyedeh Azadeh Fallah Mortezanejad Ruochen Wang AI4TS 70 0 0 26 Mar 2025
Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms Ninghui Feng Songning Lai Xin Zhou Jiayu Yang Kunlong Feng ... Zhangyi Hu Yutao Yue Yuxuan Liang Boyu Wang Hang Zhao AI4TS 52 0 0 25 Mar 2025
Comparative Analysis of Deep Learning Models for Real-World ISP Network Traffic Forecasting Josef Koumar Timotej Smoleň Kamil Jeřábek T. Čejka AI4TS 52 0 0 20 Mar 2025
Temporal Encoding Strategies for Energy Time Series Prediction Aayam Bansal Keertan Balaji Zeus Lalani AI4TS 41 0 0 19 Mar 2025
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models Xu Liu Taha Aksu Juncheng Liu Qingsong Wen Yuxuan Liang Caiming Xiong S. Doyen Sahoo Junnan Li Chenghao Liu AI4TS 45 0 0 14 Mar 2025
Probabilistic Forecasting via Autoregressive Flow Matching Ahmed El-Gazzar Marcel van Gerven AI4TS 43 0 0 13 Mar 2025
Degradation Self-Supervised Learning for Lithium-ion Battery Health Diagnostics J. C. Chen 53 0 0 11 Mar 2025
A Deep-Learning Iterative Stacked Approach for Prediction of Reactive Dissolution in Porous Media Marcos Cirne Hannah Menke A. Abdellatif Julien Maes Florian Doster A. Elsheikh AI4CE 57 0 0 11 Mar 2025
FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models Yanlong Wang Jian Xu Tiantian Gao Hongkang Zhang Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 44 0 0 10 Mar 2025
TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation Chenghan Li Mingchen Li Ruisheng Diao AI4TS 55 0 0 10 Mar 2025
Hardware-Accelerated Event-Graph Neural Networks for Low-Latency Time-Series Classification on SoC FPGA Hiroshi Nakano Krzysztof Blachut K. Jeziorek Piotr Wzorek Manon Dampfhoffer Thomas Mesquida Hiroaki Nishi T. Kryjak Thomas Dalgaty GNN 60 0 0 09 Mar 2025
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement Yaxuan Kong Yiyuan Yang Yoontae Hwang Wenjie Du Stefan Zohren Zhangyang Wang Ming Jin Qingsong Wen AI4TS 69 2 0 26 Feb 2025
ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting Guoqi Yu Yaoming Li Juncheng Wang Xiaoyu Guo Angelica I. Aviles-Rivero Tong Yang Shujun Wang AI4TS 44 0 0 24 Feb 2025
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 36 0 0 18 Feb 2025
Forecasting time series with constraints Nathan Doumèche Francis Bach Éloi Bedek Gérard Biau Claire Boyer Y. Goude AI4TS 42 0 0 14 Feb 2025
SigGate: Enhancing Recurrent Neural Networks with Signature-Based Gating Mechanisms Remi Genet Hugo Inzirillo 89 3 0 13 Feb 2025
A Deep Inverse-Mapping Model for a Flapping Robotic Wing Hadar Sharvit Raz Karl Tsevi Beatus 52 0 0 13 Feb 2025
Koopman-Equivariant Gaussian Processes Petar Bevanda Max Beier Armin Lederer A. Capone Stefan Sosnowski Sandra Hirche AI4TS 63 1 0 10 Feb 2025
Automatic selection of the best neural architecture for time series forecasting via multi-objective optimization and Pareto optimality conditions Qianying Cao Shanqing Liu Alan John Varghese Jérome Darbon M. Triantafyllou George Karniadakis AI4TS 152 0 0 21 Jan 2025
An Unsupervised Anomaly Detection in Electricity Consumption Using Reinforcement Learning and Time Series Forest Based Framework Jihan Ghanim M. Awad AI4TS 47 2 0 03 Jan 2025
TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation Silin Yang Dong Wang Haoqi Zheng Ruochun Jin RALM AI4TS 77 2 0 21 Dec 2024
Spatio-Temporal Forecasting of PM2.5 via Spatial-Diffusion guided Encoder-Decoder Architecture Malay Pandey Vaishali Jain Nimit Godhani Sachchida Nand Tripathi Piyush Rai DiffM AI4TS AI4CE 70 0 0 18 Dec 2024
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 66 0 0 15 Dec 2024
MDiFF: Exploiting Multimodal Score-based Diffusion Models for New Fashion Product Performance Forecasting Andrea Avogaro Luigi Capogrosso Franco Fummi Marco Cristani DiffM 104 0 0 07 Dec 2024
Quantile deep learning models for multi-step ahead time series prediction Jimmy Cheung Smruthi Rangarajan Amelia Maddocks Xizhe Chen Rohitash Chandra AI4TS 74 1 0 24 Nov 2024
Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting Shubham Tanaji Kakde Rony Mitra Jasashwi Mandal Manoj Kumar Tiwari KELM AI4TS 28 0 0 17 Nov 2024
FlowTS: Time Series Generation via Rectified Flow Yang Hu X. Wang Lirong Wu H. M. Zhang Stan Z. Li Sheng Wang Tianlong Chen Jiheng Zhang Ziyun Li Tianlong Chen AI4TS 26 0 0 12 Nov 2024
FilterNet: Harnessing Frequency Filters for Time Series Forecasting Kun Yi Jingru Fei Qi Zhang Hui He Shufeng Hao Defu Lian Wei Fan AI4TS 46 8 0 03 Nov 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 26 0 0 30 Oct 2024
Federated Time Series Generation on Feature and Temporally Misaligned Data Chenrui Fan Zhi Wen Soi Aditya Shankar Abele Malan Lydia Y. Chen FedML AI4TS 24 0 0 28 Oct 2024
Temporal Streaming Batch Principal Component Analysis for Time Series Classification Enshuo Yan Huachuan Wang Weihao Xia 30 0 0 28 Oct 2024
EEG-DIF: Early Warning of Epileptic Seizures through Generative Diffusion Model-based Multi-channel EEG Signals Forecasting Zekun Jiang Wei Dai Qu Wei Ziyuan Qin Kang Li Le Zhang DiffM MedIm 33 0 0 22 Oct 2024
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Guoqi Yu Yaoming Li Xiaoyu Guo Dayu Wang Zirui Liu Shujun Wang Tong Yang AI4TS 110 0 0 22 Oct 2024
LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling Can Chen Gabriel Oliveira Hossein Sharifi-Noghabi Tristan Sylvain AI4TS 26 1 0 21 Oct 2024
Revisited Large Language Model for Time Series Analysis through Modality Alignment L. Zheng Chang Dong W. Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 125 2 0 16 Oct 2024
Exploiting Memory-aware Q-distribution Prediction for Nuclear Fusion via Modern Hopfield Network Qingchuan Ma Shiao Wang Tong Zheng Xiaodong Dai Y. Wang Qingquan Yang Xiao Wang 16 1 0 11 Oct 2024
A Systematic Review of Edge Case Detection in Automated Driving: Methods, Challenges and Future Directions Saeed Rahmani Sabine Rieder Erwin de Gelder Marcel Sonntag Jorge Lorente Mallada Sytze Kalisvaart Vahid Hashemi Simeon C. Calvert 39 0 0 11 Oct 2024