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PeMSD8

아카이브 평가 13건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
Hierarchical-Attention-LSTM (HierAttnLSTM)	12 steps MAE 9.215 12 steps RMSE 22.320	Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM) 2022-01-15	코드 1
HTVGNN	12 steps MAE 13.24	A novel hybrid time-varying graph neural network for traffic flow forecasting 2024-01-17	연결 없음
PM-DMNet(R)	12 steps MAE 13.40 12 steps RMSE 23.22 12 steps MAPE 8.87	Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 2024-08-12	코드 1
STWave	12 steps MAE 13.42	When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks 2023-07-26	코드 1
STD-MAE	12 steps MAE 13.44 12 steps RMSE 22.47 12 steps MAPE 8.76	Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting 2023-12-01	코드 1
PM-DMNet(P)	12 steps MAE 13.55 12 steps RMSE 23.35 12 steps MAPE 9.04	Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 2024-08-12	코드 1
PDFormer	12 steps MAE 13.58	PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction 2023-01-19	코드 1
PDG2Seq	12 steps MAE 13.60 12 steps RMSE 23.37 12 steps MAPE 8.99	PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction 2024-12-05	코드 1
FasterSTS	12 steps MAE 13.60 MAE@1h 13.60	FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting 2025-01-01	코드 1
DDGCRN	12 steps MAE 14.40	A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting 2023-05-01	코드 1
HAGCN	12 steps MAE 14.85	HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting 2022-09-05	연결 없음
STG-NRDE	12 steps MAE 15.32 12 steps RMSE 24.72 12 steps MAPE 8.9	Graph Neural Rough Differential Equations for Traffic Forecasting 2023-03-20	코드 1 · 코드 2
STG-NCDE	12 steps MAE 15.45 12 steps RMSE 24.81 12 steps MAPE 9.92	Graph Neural Controlled Differential Equations for Traffic Forecasting 2021-12-07	코드 1