← Traffic Prediction
Papers with Code · CC BY-SA 4.0

PeMS08

아카이브 평가 13건 · 마지막 적재/변경

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.

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
DTRformer
MAE@1h
13.17
Dynamic Trend Fusion Module for Traffic Flow Prediction
2025-01-18
코드 1
HTVGNN
MAE@1h
13.24
A novel hybrid time-varying graph neural network for traffic flow forecasting
2024-01-17
연결 없음
PM-DMNet(R)
MAE@1h
13.40
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction
2024-08-12
코드 1
STWave
MAE@1h
13.42
When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks
2023-07-26
코드 1
STAEformer
MAE@1h
13.46
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting
2023-08-21
코드 1
Cy2Mixer
MAE@1h
13.53
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks
2024-01-29
코드 1
PM-DMNet(P)
MAE@1h
13.55
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction
2024-08-12
코드 1
PDFormer
MAE@1h
13.58
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction
2023-01-19
코드 1
PDG2Seq
MAE@1h
13.60
PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction
2024-12-05
코드 1
FasterSTS
MAE@1h
13.60
FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting
2025-01-01
코드 1
CorrSTN
MAE@1h
14.27
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting
2022-05-20
코드 1 · 코드 2
DDGCRN
MAE@1h
14.40
A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting
2023-05-01
코드 1
LightCTS
FLOPs(M)
70
Parameters(K)
177
MAE
14.63
RMSE
0.2349
MAPE
9.43%
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting
2023-02-23
코드 1