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