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"

11 / 11 papers shown

Title
A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices Esam Mahdi C. Martin-Barreiro X. Cabezas AI4TS 26 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 21 0 0 17 Sep 2024
Diagnostic Spatio-temporal Transformer with Faithful Encoding Jokin Labaien T. Idé Pin-Yu Chen E. Zugasti Xabier De Carlos 26 2 0 26 May 2023
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 15 14 0 12 Apr 2023
Online Lane Graph Extraction from Onboard Video Y. Can Alexander Liniger D. Paudel Luc Van Gool 6 2 0 03 Apr 2023
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 56 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 69 8 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 31 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 263 3,538 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 159 3,799 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 246 1,982 0 28 Jul 2020