Projects GNN embeddings of IoT traffic onto interpretable manifolds to achieve 0.83 F1-score intrusion detection and reveal concept drift.
HADGA: Hierarchical Attention-Based Dynamic GNN Algorithm for IoT Botnet Detection.IEEE Internet of Things Journal, 12(16):33520–33532, August 2025
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Large vision-language models applied to multi-scale remote sensing imagery can generate recommendations on built environment design, constructability, land use, and risks for smart city decision-making.
citing papers explorer
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Interpreting Manifolds and Graph Neural Embeddings from Internet of Things Traffic Flows
Projects GNN embeddings of IoT traffic onto interpretable manifolds to achieve 0.83 F1-score intrusion detection and reveal concept drift.
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Built Environment Reasoning from Remote Sensing Imagery Using Large Vision--Language Models
Large vision-language models applied to multi-scale remote sensing imagery can generate recommendations on built environment design, constructability, land use, and risks for smart city decision-making.