Time-series and traffic benchmarks

1 papers in the last 7 days · 3 of its 5 datasets mentioned

Collections used to compare forecasting and time-series classification methods.

Key findings

Datasets in the category “Time-series and traffic benchmarks” were mentioned in 8 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #38 of the 58 data categories mentioned.
The most-mentioned were Traffic (PeMS, METR-LA) (5), ETT (electricity transformer temperature) (2) and M3 / M4 / M5 competitions (1).
By journal category: AI (5), Economics (2) and Operations Research (1).
Most of them appeared in Transportation Research Part C Emerging Technologies (1), Data Mining and Knowledge Discovery (1) and Energy Policy (1).

Datasets

Datasets in this category · 2026-09-27 – 2026-10-26 (30 days)
Dataset	Papers	Last 7 days	Names searched for
Traffic (PeMS, METR-LA)	5	1	PeMS, PEMS-BAY, PEMS04, PEMS08, PEMSD4, PEMSD8, METR-LA
ETT (electricity transformer temperature)	2	0	ETTh1, ETTh2, ETTm1, ETTm2, Electricity Transformer Temperature
M3 / M4 / M5 competitions	1	0	M3 competition, M4 competition, M5 competition, M4 dataset, M5 dataset
NYC taxi trips	0	0	NYC Taxi, New York City taxi, NYC TLC
UCR / UEA archives	0	0	UCR archive, UCR time series, UEA archive, UCR/UEA

Papers mentioning these datasets, newest first.
Date	Title	Journal	Authors	Affiliations	Datasets mentioned
2026-10-22	Measuring the state of open science in transportation using large language models	Transportation Research Part C Emerging Technologies	Junyi Ji, Ruth Lu, Linda Belkessa et al.	Vanderbilt University; Massachusetts Institute of Technology; Université Gustave Eiffel; …	Traffic (PeMS, METR-LA)
2026-10-13	NoDE: noise-decorrelation embedding for robust long-term multivariate time series forecasting	Data Mining and Knowledge Discovery	Minhyuk Lee, Hyekyung Yoon, Imseong Park et al.	Seoul National University; Mathematical Sciences Research Institute	ETT (electricity transformer temperature)
2026-10-06	Green hydrogen promotion in Cameroon: Implications for sustainable development	Energy Policy	Anja Brumme, Alexander Golub, Anil Markandya et al.	TU Bergakademie Freiberg; American University; Basque Centre for Climate Change	Traffic (PeMS, METR-LA)
2026-10-01	CDGAT: A conditioned diffusion-based graph attention network for spatio-temporal prediction	Neural Computing and Applications	Angelo Casolaro, Massimiliano Giordano Orsini, Vincenzo Capone et al.	Parthenope University of Naples	Traffic (PeMS, METR-LA)
2026-10-01	DSGAFormer: decoupled static-dynamic graph-augmented transformer for traffic flow forecasting	Applied Intelligence	Yuxi Feng, Lian You Xiong, Deliang Li	Chongqing University of Posts and Telecommunications; Sichuan University	Traffic (PeMS, METR-LA)
2026-10-01	Fusing multi-scale temporal dynamics and periodic spatial topologies for traffic forecasting	Expert Systems with Applications	Qin Li, Chenyang Luo, Xuan Yang et al.	Beijing Information Science & Technology University; Guangxi University; Shenzhen University; …	Traffic (PeMS, METR-LA)
2026-09-30	What can we gain from pooling VAR and local projection impulse response functions?	Journal of Economic Dynamics and Control	Viet Hoang Dinh	Monash University	M3 / M4 / M5 competitions
2026-09-28	FreSia: Frequency-semantic instantiation and alignment for multivariate time series analysis	Pattern Recognition	Yubo Wang, Hui He, Hezhe Qiao et al.	Beijing Institute of Technology; Singapore Management University	ETT (electricity transformer temperature)