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2306.08259
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LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting
14 June 2023
Xu Liu
Yutong Xia
Keli Zhang
Junfeng Hu
Yiwei Wang
Lei Bai
Chaoqin Huang
Zhenguang Liu
Bryan Hooi
Roger Zimmermann
AI4TS
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Papers citing
"LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting"
13 / 13 papers shown
Title
Urban Computing in the Era of Large Language Models
Zhonghang Li
Lianghao Xia
Xubin Ren
J. Tang
Tianyi Chen
Yong-mei Xu
Chenyu Huang
85
0
0
02 Apr 2025
GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction
Weiyang Kong
Kaiqi Wu
Sen Zhang
Yubao Liu
AI4TS
GNN
82
0
0
27 Feb 2025
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning
Minbo Ma
Kai Tang
Huan Li
Fei Teng
Dalin Zhang
Tianrui Li
AI4TS
46
0
0
24 Feb 2025
STContext: A Multifaceted Dataset for Developing Context-aware Spatio-temporal Crowd Mobility Prediction Models
Liyue Chen
Jiangyi Fang
Tengfei Liu
Fangyuan Gao
Leye Wang
AI4TS
41
0
0
08 Jan 2025
Towards Neural Scaling Laws for Time Series Foundation Models
Qingren Yao
Chao-Han Huck Yang
Renhe Jiang
Keli Zhang
Ming Jin
Shirui Pan
AI4TS
AI4CE
53
8
0
16 Oct 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts
Xiaoming Shi
Shiyu Wang
Yuqi Nie
Dianqi Li
Zhou Ye
Qingsong Wen
Ming Jin
AI4TS
53
32
0
24 Sep 2024
FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection
Austin Coursey
Junyi Ji
Marcos Quiñones-Grueiro
William Barbour
Yuhang Zhang
Tyler Derr
Gautam Biswas
Daniel B. Work
16
7
0
21 Jun 2024
Timer: Generative Pre-trained Transformers Are Large Time Series Models
Yong Liu
Haoran Zhang
Chenyu Li
Xiangdong Huang
Jianmin Wang
Mingsheng Long
AIFin
AI4TS
AI4CE
44
52
0
04 Feb 2024
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook
Ming Jin
Qingsong Wen
Keli Zhang
Chaoli Zhang
Siqiao Xue
...
Shirui Pan
Vincent S. Tseng
Yu Zheng
Lei Chen
Hui Xiong
AI4TS
SyDa
45
118
0
16 Oct 2023
Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis
Zezhi Shao
Fei Wang
Yongjun Xu
Wei Wei
Chengqing Yu
...
Guangyin Jin
Xin Cao
Gao Cong
Christian S. Jensen
Xueqi Cheng
AI4TS
28
59
0
09 Oct 2023
Scalable Spatiotemporal Graph Neural Networks
Andrea Cini
Ivan Marisca
F. Bianchi
Cesare Alippi
AI4TS
AI4CE
39
50
0
14 Sep 2022
Graph Neural Controlled Differential Equations for Traffic Forecasting
Jeongwhan Choi
Hwangyong Choi
JeeHyun Hwang
Noseong Park
BDL
AI4TS
95
268
1
07 Dec 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
Alex Jinpeng Wang
Amanpreet Singh
Julian Michael
Felix Hill
Omer Levy
Samuel R. Bowman
ELM
304
7,005
0
20 Apr 2018
1