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Ming-Chuan Wu

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Open access Aug 2026

SEAL-MAC: Symmetry-Equivariant Lyapunov Actor–Critic for Queue-Stable MEC Offloading

SEAL-MAC (Symmetry-Equivariant Lyapunov Multi-Agent Actor–Critic), a distributed learning framework that addresses both problems jointly and augments drift-plus-penalty rewards with normalized load-balance signals, coupling queue stability, fairness, and strategic alignment.

Ming-Chuan Wu, Jian Lu, Yulin Li · Symmetry · 0 citations