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Tian-Yun Zhu

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Review Open access Aug 2026

Artificial Intelligence–Enabled Quality Control in Diagnostic Imaging: Evidence, Evaluation Requirements, and Human-Supervised Governance

Objective: To review AI-enabled quality control (QC) across diagnostic imaging modalities, distinguish algorithmic performance from transportability and clinical effectiveness, and propose an evaluation and governance framework for human-supervised QC agents. Methods: PubMed was searched in a targeted structured manner...

Ze-Ming He, Tian-Yun Zhu, Xuan Luo et al. · 0 citations
#artificial intelligence Review Aug 2026

CineForge: Self-Improving Agents for Long-Horizon Video Generation

CineForge is introduced, a self-evolving video-production agent framework that couples CineForge-Produce for video generation with CineForge-Evolve for cross-story policy evolution, and CineForge-Evolve applies Case-to-Pattern-to-Policy Evolution to review trajectory evidence, consolidate recurrent findings into bounde...

Jun-Xiang Liu, Lin Wang, Haitian Shi et al. · 0 citations

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