Author

Weihao Mao

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#artificial intelligence Preprint Oct 2026

TaReD: Tool-Aware Recursive Decomposition for Long-Horizon Tasks

Agents combine reasoning with tools to interact with external systems and complete real-world tasks. Early agents typically interleave reasoning and actions along a single execution chain. On complex tasks, this chain becomes unreliable because growing histories obscure intermediate dependencies and allow early plannin...

Wei-Hao Mao, Zhi-Kai Chen, De-Chuan Zhan et al. · 0 citations

Preprint Aug 2026

ResiSpec: Enhancing Multi-Candidate Speculative Sampling via Residual Distribution Shaping

ResiSpec, a framework that strategically reforms the proposal distribution during verification to anchor the residual target mass within the draft model's high-confidence regions, prevents candidate obsolescence and achieves up to 1.92$\times$ speedup over state-of-the-art multi-candidate methods.

Zhi-Kai Chen, Jun Tao, Wei-Hao Mao et al. · 1 citation