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Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting

29 June 2019

Papers citing "Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting"

50 / 503 papers shown

Title
Transformer Encoder and Multi-features Time2Vec for Financial Prediction Nguyen Kim Hai Bui Nguyen Duy Chien P. Kovács Gergő Bognár AI4TS AIFin 141 0 0 01 Jul 2025
Forecast-Then-Optimize Deep Learning Methods Jinhang Jiang Nan Wu Ben Liu Mei Feng Xin Ji Karthik Srinivasan AI4TS 27 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
History-Aware Neural Operator: Robust Data-Driven Constitutive Modeling of Path-Dependent Materials Binyao Guo Zihan Lin QiZhi He AI4CE 117 0 0 12 Jun 2025
Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs Yucong Luo Yitong Zhou Mingyue Cheng Jiahao Wang Daoyu Wang Tingyue Pan Jintao Zhang AI4TS LRM 117 0 0 12 Jun 2025
Neural MJD: Neural Non-Stationary Merton Jump Diffusion for Time Series Prediction Yuanpei Gao Qi Yan Yan Leng Renjie Liao AI4TS 99 0 0 05 Jun 2025
XicorAttention: Time Series Transformer Using Attention with Nonlinear Correlation D. Kimura Tomonori Izumitani Hisashi Kashima AI4TS 42 0 0 03 Jun 2025
Timing is Important: Risk-aware Fund Allocation based on Time-Series Forecasting Fuyuan Lyu Linfeng Du Yunpeng Weng Qiufang Ying Zhiyan Xu Wen Zou Haolun Wu Xiuqiang He Xing Tang AI4TS 59 0 0 30 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 36 0 0 29 May 2025
Self-supervised Learning Method Using Transformer for Multi-dimensional Sensor Data Processing Haruki Kai Tsuyoshi Okita ViT 12 0 0 28 May 2025
Detecting Informative Channels: ActionFormer Kunpeng Zhao Asahi Miyazaki Tsuyoshi Okita 24 0 0 27 May 2025
Temporal Query Network for Efficient Multivariate Time Series Forecasting Shengsheng Lin Haojun Chen Haijie Wu Chunyun Qiu Weiwei Lin AI4TS 85 0 0 19 May 2025
Learning to Dissipate Energy in Oscillatory State-Space Models Jared Boyer T. Konstantin Rusch Daniela Rus 64 0 0 17 May 2025
Unraveling Quantum Environments: Transformer-Assisted Learning in Lindblad Dynamics Chi-Sheng Chen En-Jui Kuo AI4CE 61 1 0 11 May 2025
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan O. Arik Jinsung Yoon AI4TS 67 0 0 07 May 2025
A comparative study of deep learning and ensemble learning to extend the horizon of traffic forecasting Xiao Zheng Saeed Asadi Bagloee Majid Sarvi AI4TS 129 0 0 30 Apr 2025
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Robert Leppich Michael Stenger Daniel Grillmeyer Vanessa Borst Samuel Kounev AI4TS AI4CE 127 0 0 26 Apr 2025
A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices Esam Mahdi C. Martin-Barreiro X. Cabezas AI4TS 194 0 0 23 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
ADAT: Time-Series-Aware Adaptive Transformer Architecture for Sign Language Translation Nada Shahin Leila Ismail SLR 79 0 0 16 Apr 2025
STaRFormer: Semi-Supervised Task-Informed Representation Learning via Dynamic Attention-Based Regional Masking for Sequential Data Maxmilian Forstenhäusler Daniel Külzer Christos Anagnostopoulos Shameem Puthiya Parambath Natascha Weber AI4TS MedIm 183 0 0 14 Apr 2025
Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Field Enhancements Sijie Xiong Shuqing Liu Cheng Tang Fumiya Okubo Haoling Xiong Atsushi Shimada Mamba AI4TS 113 0 0 02 Apr 2025
Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting Fan-Keng Sun Yu-Cheng Wu Duane S. Boning AI4TS 91 0 0 30 Mar 2025
Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting Davide Villaboni A. Castellini Ivan Luciano Danesi Alessandro Farinelli AI4TS 68 0 0 22 Mar 2025
Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers Jiarui Sun Chin-Chia Michael Yeh Yujie Fan Xin Dai Xiran Fan ... Junpeng Wang Huiyuan Chen Zhongfang Zhuang Yan Zheng Girish Chowdhary AI4TS 76 0 0 13 Mar 2025
Minimal Time Series Transformer Joni-Kristian Kämäräinen AI4TS 81 0 0 12 Mar 2025
VWAP Execution with Signature-Enhanced Transformers: A Multi-Asset Learning Approach Remi Genet 193 0 0 04 Mar 2025
Patch-wise Structural Loss for Time Series Forecasting Dilfira Kudrat Zongxia Xie Yanru Sun Tianyu Jia Q. Hu AI4TS 461 0 0 02 Mar 2025
TimesBERT: A BERT-Style Foundation Model for Time Series Understanding Haoran Zhang Yong Liu Yunzhong Qiu Haixuan Liu Zhongyi Pei Jianmin Wang Mingsheng Long AI4TS 70 1 0 28 Feb 2025
TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data Ege Onur Taga M. E. Ildiz Samet Oymak AI4TS 150 3 0 22 Feb 2025
Positional Encoding in Transformer-Based Time Series Models: A Survey Habib Irani Vangelis Metsis AI4TS 82 2 0 17 Feb 2025
Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting Siru Zhong Weilin Ruan Ming Jin Huan Li Qingsong Wen Yuxuan Liang VLM AI4TS 207 9 0 06 Feb 2025
DistPred: A Distribution-Free Probabilistic Inference Method for Regression and Forecasting Daojun Liang Haixia Zhang Dongfeng Yuan UQCV 146 0 0 08 Jan 2025
TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis Sabera Talukder Yisong Yue Georgia Gkioxari AI4TS 145 14 0 03 Jan 2025
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Artyom Stitsyuk Jaesik Choi AI4TS 99 2 0 23 Dec 2024
Breaking the Context Bottleneck on Long Time Series Forecasting Chao Ma Yikai Hou Xiang Li Yinggang Sun Haining Yu Zhou Fang Jiaxing Qu AI4TS 121 0 0 21 Dec 2024
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 129 0 0 15 Dec 2024
Causal and Local Correlations Based Network for Multivariate Time Series Classification Mingsen Du Yanxuan Wei Xiangwei Zheng Cun Ji CML AI4TS 117 1 0 27 Nov 2024
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 472 0 0 26 Nov 2024
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis Qiang Wu Gechang Yao Zhixi Feng Shuyuan Yang AI4TS 63 2 0 07 Nov 2024
$k$ NN Attention Demystified: A Theoretical Exploration for Scalable Transformers Themistoklis Haris 53 0 0 06 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 79 5 0 04 Nov 2024
Training and Evaluating Causal Forecasting Models for Time-Series Thomas Crasson Yacine Nabet Mathias Lécuyer CML AI4TS 141 0 0 31 Oct 2024
RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting Suhan Guo Jiahong Deng Yi Wei Hui Dou Furao Shen Jian Zhao AI4TS 454 0 0 31 Oct 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 75 0 0 30 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 474 0 0 22 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 116 18 0 21 Oct 2024
DiffImp: Efficient Diffusion Model for Probabilistic Time Series Imputation with Bidirectional Mamba Backbone Hongfan Gao Wangmeng Shen Xiangfei Qiu Ronghui Xu Jilin Hu Bin Yang 132 6 0 17 Oct 2024
SwiftQueue: Optimizing Low-Latency Applications with Swift Packet Queuing Siddhant Ray Xi Jiang Jack Luo Nick Feamster Junchen Jiang 70 0 0 08 Oct 2024
Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Yong Liu Guo Qin Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS 99 12 0 07 Oct 2024