Author

Ze-Kai Liu

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#artificial intelligence Review Oct 2026

MIRA: A Musical Intent Refinement Agent for Aligning Text-to-Music Generation with User Intent

Text-to-music systems produce increasingly convincing audio, yet evaluation reveals little about whether the result matches user intent. A global text-audio relevance score can overlook the implicit intent in underspecified prompts and mask failures in specific requirements, such as instrumentation, structure, rhythm,...

Ze-Kai Liu, Zhi-Lin Wang, Xu-Zheng He et al. · 0 citations

#reinforcement learning Review Open access Oct 2026

Artificial Intelligence in Environmental Monitoring, Pollution Control, and Low-Carbon Management

Air pollution, water contamination, soil degradation, solid waste accumulation, and carbon emissions are increasingly interconnected, posing common challenges to environmental engineering, including diverse monitoring targets, heterogeneous data sources, competing control objectives, and delayed management responses. T...

Jia-Ming Tan, He-Shan Cai, Ze-Kai Liu et al. · Clean Technology · 0 citations