Frequency Enhanced Pre-training for Cross-city Few-shot Traffic Forecasting

Z Liu, J Ding, G Zheng - arXiv preprint arXiv:2406.02614, 2024 - arxiv.org
The field of Intelligent Transportation Systems (ITS) relies on accurate traffic forecasting to
enable various downstream applications. However, developing cities often face challenges …

Dataset Condensation for Time Series Classification via Dual Domain Matching

Z Liu, K Hao, G Zheng, Y Yu - arXiv preprint arXiv:2403.07245, 2024 - arxiv.org
Time series data has been demonstrated to be crucial in various research fields. The
management of large quantities of time series data presents challenges in terms of deep …