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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Min-Hao Fan

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#artificial intelligence Preprint Oct 2026

Harness Compilation: Which Decisions Should a Small Vision-Language Model Keep?

Small vision-language models may be able to read external evidence yet struggle to obtain it. We introduce Harness Compilation (HC), an offline procedure that adapts the division of work between a frozen small VLM and its external harness. A large teacher uses student execution traces to revise reusable content and con...

Min-Hao Fan, Yin-Yi Liu, Jiayu Zhao et al. · 0 citations
#artificial intelligence Preprint May 2026

BitsMoE: Cost-Aware Bit Allocation in Spectral Space for MoE LLM Quantization

BitsMoE is proposed, a cost-aware mixed-precision quantization framework built on two complementary techniques that separates expert weights into a shared basis and expert-specific spectral components, defining structural quantization units while exploiting cross-expert redundancy.

Jiayu Zhao, Zi-Han Teng, Min-Hao Fan et al. · 0 citations

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