Long-Range Transformers for Dynamic Spatiotemporal Forecasting

Long-Range Transformers for Dynamic Spatiotemporal Forecasting

24 September 2021

Zhe Wang

Papers citing "Long-Range Transformers for Dynamic Spatiotemporal Forecasting"

15 / 15 papers shown

Title
Kernel Dynamic Mode Decomposition For Sparse Reconstruction of Closable Koopman Operators Nishant Panda Himanshu Singh J. Nathan Kutz 29 0 0 11 May 2025
A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices Esam Mahdi C. Martin-Barreiro X. Cabezas AI4TS 29 0 0 23 Apr 2025
D2Vformer: A Flexible Time Series Prediction Model Based on Time Position Embedding Xiaobao Song Hao Wang Liwei Deng Yuxin He Wenming Cao Chi-Sing Leungc AI4TS 30 0 0 17 Sep 2024
Diagnostic Spatio-temporal Transformer with Faithful Encoding Jokin Labaien T. Idé Pin-Yu Chen E. Zugasti Xabier De Carlos 49 2 0 26 May 2023
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 34 14 0 12 Apr 2023
Online Lane Graph Extraction from Onboard Video Y. Can Alexander Liniger D. Paudel Luc Van Gool 23 2 0 03 Apr 2023
Large-Scale Traffic Data Imputation with Spatiotemporal Semantic Understanding Kunpeng Zhang Lan Wu Liang Zheng Na Xie Zhengbing He AI4TS 21 1 0 27 Jan 2023
Semi-Structured Object Sequence Encoders V. Rudramurthy Riyaz Ahmad Bhat Chulaka Gunasekara Siva Sankalp Patel H. Wan Tejas I. Dhamecha Danish Contractor Marina Danilevsky 59 0 0 03 Jan 2023
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities Alexander C. DeRieux Walid Saad W. Zuo R. Budiarto M. D. Koerniawan D. Novitasari 15 1 0 18 Nov 2022
Spatio-Temporal meets Wavelet: Disentangled Traffic Flow Forecasting via Efficient Spectral Graph Attention Network Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Bingbing Xu Chenxing Wang Liang Zeng AI4TS 71 10 0 06 Dec 2021
DMGCRN: Dynamic Multi-Graph Convolution Recurrent Network for Traffic Forecasting Yanjun Qin Yuchen Fang Haiyong Luo Fang Zhao Chenxing Wang AI4TS 81 9 0 04 Dec 2021
Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting Kiran Madhusudhanan Johannes Burchert Nghia Duong-Trung Stefan Born Lars Schmidt-Thieme AI4TS AI4CE 39 21 0 13 Oct 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 274 3,622 0 24 Feb 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,876 0 14 Dec 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 262 2,013 0 28 Jul 2020