Author

Liejun Wang

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Open access Aug 2026

Difference-Gated Interaction and Change-Aware Cross-Temporal Fusion Network for Remote Sensing Image Change Detection

Remote sensing (RS) image change detection (CD) is crucial for environmental monitoring, urban planning, and disaster assessment. Despite recent advances, existing methods struggle to effectively exploit bitemporal difference information, leading to false alarms caused by illumination or seasonal variations. Furthermor...

Le-Le Li, Pan-Pan Zheng, Lie-Jun Wang et al. · Remote Sensing · 0 citations

Open access Aug 2026

InfRA-FL: Information-Driven Robust Federated Learning via Saturation-Aware Reinforcement Learning

Client selection is a critical mechanism for ensuring robust convergence in Federated Learning (FL) systems, yet it remains vulnerable to Non-IID data distributions and Byzantine attacks. Deep Reinforcement Learning (DRL) has shown promise for automated client selection, yet existing methods suffer from three structura...

Jiao Tian, Jinlin He, Lie-Jun Wang · Machine Learning and Knowled... · 0 citations