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Time Series Forecasting With Deep Learning: A Survey

28 April 2020

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

50 / 353 papers shown

Title
TimeFlow: Towards Stochastic-Aware and Efficient Time Series Generation via Flow Matching Modeling He Panjing Cheng Mingyue Li Li Zhang XiaoHan AI4TS 16 0 0 11 Nov 2025
The Few Govern the Many:Unveiling Few-Layer Dominance for Time Series Models Xin Qiu Junlong Tong Yirong Sun Yunpu Ma Xiaoyu Shen AI4TS 80 0 0 10 Nov 2025
Predicting the Future by Retrieving the Past Dazhao Du Tao Han Song Guo AI4TS 56 0 0 08 Nov 2025
Adversarial Spatio-Temporal Attention Networks for Epileptic Seizure Forecasting Zan Li K. Yeo Wesley M. Gifford L. Marcuse M. Fields B. Yener 28 0 0 03 Nov 2025
Effective Series Decomposition and Components Learning for Time Series Generation Zixuan Ma Chenfeng Huang DiffM AI4TS 87 0 0 02 Nov 2025
NetBurst: Event-Centric Forecasting of Bursty, Intermittent Time Series Satyandra Guthula Jaber Daneshamooz Charles Fleming Ashish Kundu W. Willinger Arpit Gupta AI4TS 88 1 0 25 Oct 2025
Unified Implementations of Recurrent Neural Networks in Multiple Deep Learning Frameworks Francesco Martinuzzi AI4TS 76 0 0 24 Oct 2025
SEMPO: Lightweight Foundation Models for Time Series Forecasting Hui He Kun Yi Yuanchi Ma Qi Zhang ZhenDong Niu Guansong Pang AI4TS 48 0 0 22 Oct 2025
Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency Renzhao Liang Sizhe Xu Chenggang Xie Jingru Chen Feiyang Ren Shu Yang Takahiro Yabe AI4TS 32 0 0 22 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 114 0 0 20 Oct 2025
LLM-as-a-Prophet: Understanding Predictive Intelligence with Prophet Arena Qingchuan Yang Simon Mahns Sida Li Anri Gu Jibang Wu Haifeng Xu AI4TS 48 0 0 20 Oct 2025
Online Kernel Dynamic Mode Decomposition for Streaming Time Series Forecasting with Adaptive Windowing Christopher Salazar Krithika Manohar A. Banerjee AI4TS 28 0 0 17 Oct 2025
Predicting the Unpredictable: Reproducible BiLSTM Forecasting of Incident Counts in the Global Terrorism Database (GTD) Oluwasegun Adegoke AI4TS 40 0 0 16 Oct 2025
CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling Beibu Li Qichao Shentu Yang Shu Hui Zhang Ming Li Ning Jin Bin Yang Chenjuan Guo AI4TS 44 1 0 14 Oct 2025
How Patterns Dictate Learnability in Sequential Data Mario Morawski Anais Despres Rémi Rehm AI4TS 44 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 24 0 0 10 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 50 0 0 08 Oct 2025
Comparison of Fully Homomorphic Encryption and Garbled Circuit Techniques in Privacy-Preserving Machine Learning Inference Kalyan Cheerla Lotfi Ben Othmane Kirill Morozov FedML 40 0 0 08 Oct 2025
A Diffusion Model for Regular Time Series Generation from Irregular Data with Completion and Masking Gal Fadlon Idan Arbiv Nimrod Berman Omri Azencot DiffM MedIm 57 2 0 08 Oct 2025
TimeFormer: Transformer with Attention Modulation Empowered by Temporal Characteristics for Time Series Forecasting Zhipeng Liu Peibo Duan Xuan Tang Baixin Li Yongsheng Huang Mingyang Geng Changsheng Zhang Bin Zhang Binwu Wang AI4TS 61 0 0 08 Oct 2025
Smart Contract Adoption under Discrete Overdispersed Demand: A Negative Binomial Optimization Perspective Jinho Cha Sahng-Min Han Long Pham 25 0 0 07 Oct 2025
Fine-Grained Urban Traffic Forecasting on Metropolis-Scale Road Networks Fedor Velikonivtsev Oleg Platonov Gleb Bazhenov Liudmila Prokhorenkova AI4TS 32 0 0 02 Oct 2025
EntroPE: Entropy-Guided Dynamic Patch Encoder for Time Series Forecasting Sachith Abeywickrama Emadeldeen Eldele Ruibing Jin Xiaoli Li Chau Yuen AI4TS 68 0 0 30 Sep 2025
Echo Flow Networks Hongbo Liu Jia Xu AI4TS 40 0 0 28 Sep 2025
Conditionally Whitened Generative Models for Probabilistic Time Series Forecasting Yanfeng Yang S. Chen Pingping Hu Zhaotong Shen Yingjie Zhang Zhuoran Sun Shuai Li Ziqi Chen Kenji Fukumizu DiffM AI4TS 59 0 0 25 Sep 2025
From Samples to Scenarios: A New Paradigm for Probabilistic Forecasting Xilin Dai Zhijian Xu Wanxu Cai Qiang Xu AI4TS 106 0 0 24 Sep 2025
DeltaHedge: A Multi-Agent Framework for Portfolio Options OptimizationPacific Asia Conference on Information Systems (PACIS), 2025 Feliks Bańka Jarosław A. Chudziak AIFin 64 1 0 16 Sep 2025
A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models Ching Chang Yidan Shi Defu Cao Wei Yang Jeehyun Hwang ... Jiacheng Pang Wei-Yao Wang Yan Liu Wen-Chih Peng Tien-Fu Chen AI4TS LRM 113 1 0 15 Sep 2025
PLanTS: Periodicity-aware Latent-state Representation Learning for Multivariate Time Series Jia Wang X. Wang Chi Zhang AI4TS BDL 41 0 0 05 Sep 2025
AR-KAN: Autoregressive-Weight-Enhanced Kolmogorov-Arnold Network for Time Series Forecasting Chen Zeng Tiehang Xu Qiao Wang AI4TS 74 0 0 03 Sep 2025
RDIT: Residual-based Diffusion Implicit Models for Probabilistic Time Series Forecasting Chih-Yu Lai Yu-Chien Ning Duane S. Boning DiffM AI4TS 103 0 0 02 Sep 2025
Quantum-Optimized Selective State Space Model for Efficient Time Series Prediction Stefan-Alexandru Jura M. Udrescu Alexandru Topîrceanu Mamba AI4TS 40 0 0 29 Aug 2025
Enhancing Forecasting with a 2D Time Series Approach for Cohort-Based Data Yonathan Guttel Orit Moradov Nachi Lieder Asnat Greenstein-Messica AI4TS 29 0 0 21 Aug 2025
ELATE: Evolutionary Language model for Automated Time-series Engineering Andrew Murray Danial Dervovic Michael Cashmore AI4TS 41 0 0 20 Aug 2025
A Dual-Attention Graph Network for fMRI Data Classification Amirali Arbab Zeinab Davarani Mehran Safayani 36 0 0 18 Aug 2025
Adaptive Fine-Tuning via Pattern Specialization for Deep Time Series Forecasting Amal Saadallah Abdulaziz Al-Ademi AI4TS 36 0 0 11 Aug 2025
Stochastic dynamics learning with state-space systems Juan-Pablo Ortega Florian Rossmannek 80 1 0 11 Aug 2025
TLCCSP: A Scalable Framework for Enhancing Time Series Forecasting with Time-Lagged Cross-Correlations Jianfei Wu Wenmian Yang Bingning Liu Weijia Jia AI4TS 40 0 0 09 Aug 2025
EnergyPatchTST: Multi-scale Time Series Transformers with Uncertainty Estimation for Energy ForecastingInternational Conference on Intelligent Computing (ICIC), 2025 Wei Li Zixin Wang Qizheng Sun Qixiang Gao Fenglei Yang AI4TS 24 0 0 07 Aug 2025
Salt-Rock Creep Deformation Forecasting Using Deep Neural Networks and Analytical Models for Subsurface Energy Storage ApplicationsScientific Reports (Sci Rep), 2025 Pradeep Kumar Shukla Tanujit Chakraborty Mustafa Sari Joel Sarout Partha Pratim Mandal AI4CE 20 0 0 07 Aug 2025
FeDaL: Federated Dataset Learning for Time Series Foundation Models Shengchao Chen Guodong Long Jing Jiang FedML AI4TS AI4CE 145 0 0 06 Aug 2025
Towards Measuring and Modeling Geometric Structures in Time Series Forecasting via Image Modality Mingyang Yu Xiahui Guo Peng Chen Zhenkai Li Yang Shu AI4TS 67 1 0 31 Jul 2025
Measuring Time-Series Dataset Similarity using Wasserstein Distance Hongjie Chen Akshay Mehra Josh Kimball Ryan Rossi AI4TS 53 0 0 29 Jul 2025
Watermarking Large Language Model-based Time Series Forecasting Wei Yuan Chaoqun Yang Yu Xing Tong Chen Nguyen Quoc Viet Hung Hongzhi Yin AI4TS 49 0 0 28 Jul 2025
A Contrastive Diffusion-based Network (CDNet) for Time Series Classification Yaoyu Zhang Chi-Guhn Lee DiffM 76 0 0 28 Jul 2025
U-Cast: Learning Hierarchical Structures for High-Dimensional Time Series Forecasting Juntong Ni Shiyu Wang Zewen Liu Xiaoming Shi Xinyue Zhong Zhou Ye Wei Jin AI4TS 221 1 0 20 Jul 2025
Bridging the Last Mile of Prediction: Enhancing Time Series Forecasting with Conditional Guided Flow Matching Huibo Xu Runlong Yu Likang Wu Xianquan Wang Qi Liu AI4TS 158 1 0 09 Jul 2025
AutoHFormer: Efficient Hierarchical Autoregressive Transformer for Time Series Prediction Qianru Zhang Honggang Wen Ming Li Dong Huang Siu-Ming Yiu Christian S. Jensen Pietro Lio AI4TS 92 2 0 19 Jun 2025
A Gravity-informed Spatiotemporal Transformer for Human Activity Intensity Prediction Yi-Fei Wang Zhenghong Wang Fan Zhang Chengling Tang Chaogui Kang ... Sijie Ruan W. Zhang Yu Zheng Philip S. Yu Yu Liu AI4CE 203 0 0 16 Jun 2025
Forecast-Then-Optimize Deep Learning Methods Jinhang Jiang Nan Wu Ben Liu Mei Feng Xin Ji Karthik Srinivasan AI4TS 130 0 0 16 Jun 2025