الباحثون

Zekai Liu

المنشورات 2

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

Zekai Liu, Zhilin Wang, Xuzheng He وآخرون · 2026

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, …

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Internalizing Agent Experience into Diffusion Model Weights via On-Policy Context Distillation

Wenxuan Wang, Zekai Liu, Weinan Zhang وآخرون · 2026

Wrapping an image generation model in an agentic harness can effectively boost Text-to-Image task performance: the harness can leverage memory, skills, workflow orchestration, result verification, and iterative refinement to continually construct and revise prompts, thereby eliciting better images. These gains, however …

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