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Jian-Guo Huang

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#artificial intelligence Preprint Oct 2026

HTN-Orchestrate: A Hierarchical Task Network Framework for Multi-Agent Orchestration

Orchestrating multiple agents on a complex task requires reconciling local subtask execution with global task planning. Dynamic dispatch approaches provide execution flexibility but do not explicitly model subtask hierarchies or dependencies, while predefined workflows impose this structure but fix the decomposition be...

Yan-Chen Deng, Jian-Guo Huang, Yao-Long Teng et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Hesitation-Aware On-Policy Distillation for Diffusion Language Models

Diffusion large language models (dLLMs) generate text by iterative unmasking. At each denoising step, a dLLM proposes a token at every masked position, but the decoder commits only a confident subset of these proposals. Trace-based on-policy distillation (TOPD) builds on this process by matching the student to a strong...

Jian-Guo Huang, Li-Peng Wan, Yan-Chen Deng et al. · 0 citations

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