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Author

Zhigang Hua

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#artificial intelligence Preprint Oct 2026

Iterative Policy Refinement through Semantic Rollout Analysis

Structured policies improve efficiency, robustness, and interpretability in imitation learning by introducing task-specific inductive bias, but existing structure generation methods rely either on extensive human input or on static domain knowledge encoded in LLMs, which may be inconsistent with the expert demonstratio...

Feiyu Zhu, Qi Xu, Zhi-Fei Deng et al. · 0 citations
Conference Open access Sep 2026

RODIS: Robust Diffusion Solver to Dataset Quality in Combinatorial Optimization

Combinatorial optimization (CO) problems have widespread applications in science and engineering, but they present significant computational challenges. Recent advancements in generative models, particularly diffusion models, have shown promise in bypassing traditional optimization solvers by directly generating near-o...

Hui Yuan, Zhigang Hua, Zi-Hao Li et al. · 0 citations

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