Transformer && Multivariate Time Series Forecasting
Summary
Canonical Transformer
Blog
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Transformers Explained Visually (Part 1): Overview of Functionality. [blog]
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Transformers Explained Visually (Part 2): How it works, step-by-step [blog]
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The Illustrated Transformer. [blog]
Spatial Temporal Transformer
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Long-Range Transformers for Dynamic Spatiotemporal Forecasting. [paper] [code] [blog]
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Spatial-Temporal Transformer for Dynamic Scene Graph Generation. [paper]
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Forecaster: A Graph Transformer for Forecasting Spatial and Time-Dependent Data. [paper]
Multivariate Time-series Forecasting
- Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting. [paper]
Transformer on Time Series Forecasting
Paper
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Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting. [paper] [code]
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Deep Transformer Models for Time Series Forecasting: The Influenza Prevalence Case. [paper]
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A Transformer-based Framework for Multivariate Time Series Representation Learning. [paper][code]
