Overcoming forgetting in fine-grained urban flow inference via adaptive knowledge replay

H Yu, X Xu, T Zhong, F Zhou - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
Fine-grained urban flow inference (FUFI) problem aims at inferring the high-resolution flow
maps from the coarse-grained ones, which plays an important role in sustainable and …

Multi-scale synchronous contextual network for fine-grained urban flow inference

L Pan, Q Ren, Z Li, C Zhao - Information Sciences, 2025 - Elsevier
In modern urban planning and traffic management, accurately inferring fine-grained urban
flows is crucial. This reduces the need for extensive deployment of sensing devices and …

Overcoming Catastrophic Forgetting in Continual Fine-Grained Urban Flow Inference

X Xu, T Zhong, H Yu, F Zhou, G Trajcevski - ACM Transactions on …, 2024 - dl.acm.org
Citywide fine-grained urban flow inference (FUFI) problem aims to infer the high-resolution
flow maps from the coarse-grained ones, which plays an important role in sustainable and …