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PeMSD4

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 9.168 12 steps RMSE 22.844	Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM) 2022-01-15	코드 1
STD-MAE	12 steps MAE 17.80	Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting 2023-12-01	코드 1
HTVGNN	12 steps MAE 17.99	A novel hybrid time-varying graph neural network for traffic flow forecasting 2024-01-17	연결 없음
PDG2Seq	12 steps MAE 18.24 12 steps RMSE 30.08 12 steps MAPE 12.09	PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction 2024-12-05	코드 1
PDFormer	12 steps MAE 18.32	PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction 2023-01-19	코드 1
PM-DMNet(P)	12 steps MAE 18.34 12 steps RMSE 30.36 12 steps MAPE 12.05	Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 2024-08-12	코드 1
PM-DMNet(R)	12 steps MAE 18.37 12 steps RMSE 30.68 12 steps MAPE 12.01	Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction 2024-08-12	코드 1
DDGCRN	12 steps MAE 18.45	A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting 2023-05-01	코드 1
FasterSTS	12 steps MAE 18.49	FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting 2025-01-01	코드 1
STWave	12 steps MAE 18.50	When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks 2023-07-26	코드 1
HAGCN	12 steps MAE 18.70	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 19.13 12 steps RMSE 30.94 12 steps MAPE 12.68	Graph Neural Rough Differential Equations for Traffic Forecasting 2023-03-20	코드 1 · 코드 2
STG-NCDE	12 steps MAE 19.21 12 steps RMSE 31.09 12 steps MAPE 12.76	Graph Neural Controlled Differential Equations for Traffic Forecasting 2021-12-07	코드 1