Search Results for author: Wenying Duan

Found 3 papers, 1 papers with code

Minimalist Traffic Prediction: Linear Layer Is All You Need

no code implementations20 Aug 2023 Wenying Duan, HONG RAO, Wei Huang, Xiaoxi He

Traffic prediction is essential for the progression of Intelligent Transportation Systems (ITS) and the vision of smart cities.

Time Series Traffic Prediction

Localised Adaptive Spatial-Temporal Graph Neural Network

no code implementations12 Jun 2023 Wenying Duan, Xiaoxi He, Zimu Zhou, Lothar Thiele, HONG RAO

Spatial-temporal graph models are prevailing for abstracting and modelling spatial and temporal dependencies.

Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks

1 code implementation22 Feb 2022 Wenying Duan, Xiaoxi He, Lu Zhou, Lothar Thiele, HONG RAO

In this paper, we propose Hyper Time- Series Forecasting (HTSF), a hypernetwork-based framework for accurate time series forecasting under distribution shift.

Domain Adaptation Time Series +1

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