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Yuchen Feng · Zhenyu Zhang · Naibin Gu · Yilong Chen · Peng Fu · Zheng Lin · Shuohuan Wang · YU SUN · hua wu · Weiping Wang · Haifeng Wang
Yilong Chen · Junyuan Shang · Yuchen Feng · Zhenyu Zhang · Naibin Gu · Ziqi Wang · Tingwen Liu · Shuohuan Wang · YU SUN · hua wu · Haifeng Wang
Mixture-of-Experts (MoE) is a cornerstone for scaling LLMs, yet its training dynamics remain poorly understood, often leading to sub-optimal specialization. Moving beyond static routing, we present a systematic study of the MoE lifecycle using Helmholtz Free Energyand Router Entropy. We identify...