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Qifeng Han

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Open access Aug 2026

Task Offloading with Temporal Awareness in Heterogeneous Cloud–Edge–Ground Systems

This work introduces KAT-MAPPO, a Kolmogorov–Arnold Transformer-enhanced Multi-Agent Proximal Policy Optimization scheme that significantly outperforms existing baselines and highlights the promise of reinforcement learning considering temporal dynamics for efficient offloading in heterogeneous CEG systems.

Chenyang Wang, Qifeng Han · 0 citations

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