Ccloud's

Empyrean bright moon is always in the sky.

AutoSTG:Neural Architecture Search for Predictions of Spatio-Temporal Graphs

An introduction to AutoSTG

The blog introduces the paper : AutoSTG IntroductionA growing number of ST neural networks have been proposed for STG prediction, by leveraging the capability of modeling ST correlations, these m......

Posted by Ccloud on 2023-03-06

自动机器学习

AutoST:Efficient Neural Architecture Search for Spatio-Temporal Prediction

An introduction to AutoST

The blog introduces the paper : AutoST:Efficient Neural Architecture Search for Spatio-Temporal Prediction Introduction How to find the optimal neural architecture at various scenarios in cities ......

Posted by Ccloud on 2023-03-03

自动机器学习

AutoCTS+:Joint Neural Architecture and Hyperparameter Search for Correlated Times Series Forecasting

An introduction to AutoCTS+

The blog introduces the paper : AutoCTS+ Introduction Leveraging the powerful feature extraction capabilities of deep learning models, expert-designed ST-blocks have been proposed to capture spat......

Posted by Ccloud on 2023-02-16

自动机器学习

DARTS:Differentiable Architecture Search

An introduction to DARTS

The blog introduces the paper : DARTS IntroductionThe conventional architecture search algorithms are computationally demanding despite their remarkable performance. An inherent cause of ineffici......

Posted by Ccloud on 2023-02-14

自动机器学习

Python学习资料分享

书籍分享

Python作为一门万物皆对象的语言，其一部分语法糖来自于对象的特点，如魔法方法、迭代器。还有一部分来自于函数的特点，如Lambda表达式、生成器。在此分别推荐一本初级和一本高级用法的书，以便快速查询。 Python官方文档 Python程序设计基础 [美] (Tony Gaddis) Python高级编程 [波兰] (Michal......

Posted by Ccloud on 2023-02-13

python

Triformer:Triangular,Variable-Specific Attentions for Long Sequence

An introduction to Triformer

The blog introduces the paper : Triformer Introduction Recent studies show that attentions are able to capture better long term dependencies. But For a time series of timestamps, canonical self-......

Posted by Ccloud on 2023-02-08

注意力机制

Informer:Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

An introduction to Informer

The blog introduces the paper : Informer Introduction The conventional time-series forecasting models perform well in short-term prediction tasks. The increasingly long sequences strain the mode......

Posted by Ccloud on 2023-02-06

注意力机制

STTN:Spatial-Temporal Transformer Networks for Traffic Flow Forecasting

An introduction to STTN

The blog introduces the paper : STTN Introduction Models with stationary assumption are not practical in long-term forecasting, as traffic flows are highly dynamical in nature. CNN-based and RNN......

Posted by Ccloud on 2023-02-05

注意力机制

ST-GRAT:A Novel Spatio-temporal Graph Attention Network for Accurately Forecasting Dynamically Changing Road Speed

An introduction to ST-GRAT

The blog introduces the paper : ST-GRAT Introduction A method for predicting traffic speed should not only find spatial-temporal dependencies among roads but also understand how these dependenc......

Posted by Ccloud on 2023-02-02

注意力机制

Attention Is All You Need

Transformer

The blog introduces the paper : Attention is all you need Introduction Recurrent models and encoder-decoder architectures are widely used so that numerous efforts have continued to push their bou......

Posted by Ccloud on 2023-02-02

注意力机制
VISITORS
Viewed Times
Visitors In Total
FEATURED TAGS
深度学习 图卷积神经网络 自动机器学习 math 网络代理 Deepin 图神经网络 python docker 集群 git jupyter shell hpl Linux Nginx maths 注意力机制 blog
ABOUT ME
avatar_pic

Empyrean bright moon is always in the sky.

RECENT POSTS
FRIENDS
archives
categories
ESC