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cs.NI2026
A Capability Broker for Workflow-Network QoS Coordination in B5G/6G Industrial Services
Qize Guo, Yan Chen, Taleb Tarik +3
Industrial services in beyond-fifth-generation (B5G) and sixth-generation (6G) networks are increasingly executed as multi-phase workflows whose quality-of-service (QoS) demands ch…
cs.CL2026
Is MoE Routing a Huffman Code? Discovering the Frequency-Diversity Law in Chain-of-Thought
Ching-Chieh Tsao, Zhuoyi Lin, Wenya Wang
Mixture-of-Experts architectures have revolutionized scaling, yet the underlying logic of their routing remains a black box. In this paper, we uncover a fundamental governing princ…
cs.CL2026
Navigating by Old Maps: The Pitfalls of Static Mechanistic Localization in LLM Post-Training
Hang Chen, Jiaying Zhu, Hongyang Chen +3
The "Locate-then-Update" paradigm has become a predominant approach in the post-training of large language models (LLMs), identifying critical components via mechanistic interpreta…