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Local Frame-Enhanced Deep Reinforcement Learning for Multiagent Pursuit-Evasion Game
The multiagent pursuit-evasion game (PEG) with obstacle avoidance remains a challenging cooperative-competitive problem. A key difficulty is achieving effective cooperation and obstacle avoidance in nonstationary environments. Previous studies typically assume that agents can automatically obtain accurate obstacle posi...
Spatial-Aware Graph Attention Agentic AI for Embodied UAV Edge Computing Networks
The evolution of uncrewed aerial vehicles (UAVs) into embodied intelligent agents in the low-altitude economy is reshaping edge computing networks. However, the high mobility of UAVs induces severe topology dynamics, limiting the efficacy of traditional fully connected multiagent reinforcement learning because of dimen...