Author

Wei-Bin Kou

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#artificial intelligence May 2026

Integrated and Cross-Architecture Interpretation of LLM Reasoning

This work proposes to use bandwidth-calibrated MIP coupled with Tukey IQR peak-detection to isolate reasoning-crucial tokens at the output layer, and applies a Jaccard stability metric over multi-domain problems to verify if the MIP-identified tokens are reasoning quality-guaranteed.

Leonardo Matthew Yauw, Wei-Bin Kou, Yujiu Yang · arXiv.org · 0 citations

Jul 2026

AirMoE: Statistic-Augmented Over-the-Air MoE for Collaborative Intelligence

Taking semantic segmentation task as an example, extensive experiments demonstrate that AirMoE outperforms MoE baselines and single-model competitors.

Wei-Bin Kou, Jingreng Lei, Guangxu Zhu et al. · arXiv.org · 0 citations