Few-Shot Forecasting of Time-Series with Heterogeneous Channels

Few-Shot Forecasting of Time-Series with Heterogeneous Channels

7 April 2022

Rafael Rêgo Drumond

Johannes Burchert

Lars Schmidt-Thieme

Papers citing "Few-Shot Forecasting of Time-Series with Heterogeneous Channels"

12 / 12 papers shown

Title
Few-Shot Load Forecasting Under Data Scarcity in Smart Grids: A Meta-Learning Approach Georgios Tsoumplekas C. Athanasiadis Dimitrios I. Doukas Antonios C. Chrysopoulos P. Mitkas AI4TS 19 3 0 09 Jun 2024
Off-the-shelf ChatGPT is a Good Few-shot Human Motion Predictor Haoxuan Qu Zhaoyang He Zeyu Hu Yujun Cai Jun Liu 33 1 0 24 May 2024
A Survey of Few-Shot Learning for Biomedical Time Series Chenqi Li Timothy Denison Tingting Zhu 19 1 0 03 May 2024
Forecasting Early with Meta Learning Shayan Jawed Kiran Madhusudhanan Vijaya Krishna Yalavarthi Lars Schmidt-Thieme AI4TS 21 0 0 19 Jul 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Z. Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 19 50 0 18 May 2023
Few-shot human motion prediction for heterogeneous sensors Rafael Rêgo Drumond L. Brinkmeyer Lars Schmidt-Thieme 3DH 6 4 0 22 Dec 2022
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
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 239 2,554 0 04 May 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 164 3,799 0 14 Dec 2020
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 202 627 0 17 Oct 2019
Meta-Learning for Few-Shot Time Series Classification Jyoti Narwariya Pankaj Malhotra L. Vig Gautam M. Shroff T. Vishnu 68 58 0 13 Sep 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,568 0 09 Mar 2017