Author

Linya Peng

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Open access Jul 2026

Permutation-Equivariant Graph Reinforcement Learning for Thermal-Aware Microservice Scheduling in Co-Packaged Optics Data Centers

A heterogeneous-graph Proximal Policy Optimization (PPO) scheduler in which the placement head is permutation-equivariant, the delay head is permutation-invariant, and the parameterization stays invariant to the processor count N.

Zhaoqi Qiu, Linya Peng, Fuming Fan et al. · Symmetry · 0 citations