Author

Zhao-Yi Zhou

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#artificial intelligence Preprint Oct 2026

Training Small Language Models for Transferable Tool Selection

As LLM agents operate over corpora of more than ten thousand tools, selecting the right tool for a complex multi-step user instruction becomes a central bottleneck. Tool descriptions cannot all fit in context, and relevance-based retrievers only rank tools without knowing which are actually needed. Recent work instead...

Zhao-Yi Zhou, Akshayaa Magesh, Jeongyeol Kwon et al. · 0 citations

#machine learning Preprint Oct 2026

Random Remasking Scales Masked Diffusion Inference

Masked diffusion models (MDMs) generate sequences by progressively unmasking tokens, but errors introduced during decoding are typically irreversible. Recent work has shown that iterative correction can improve sample quality, yet existing theory fails to explain this given a learned, imperfect denoiser model. We re-fo...

Zhao-Yi Zhou, F. Wu, Andrea Zanette · 0 citations