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GPEvac: GNN-Based PPO for Adaptive Evacuation Routing During Shooting Events
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GNNevacuation routingreal-time systemsadaptive decision-making
2609.16163
Builder Relevance
1h ago80%
Abstract
GPEvac is a GNN-based PPO framework that computes adaptive evacuation routes during shooting events, significantly reducing total threat exposure.
Reality Card
Core Claim
GPEvac outperforms intelligent baselines in diverse architectural layouts, computing global evacuation routes in just 14.73 ms on local CPU hardware.
Method / Result
Global evacuation routes computed in 14.73 ms.
Limitations
The paper does not specify the authors or provide detailed reproducibility metrics.
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