Author

Xin Xu

UC San Diego

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#artificial intelligence Preprint Dec 2025

Evaluating Music Context Preservation: A Multi-facet Framework for Music Editing Systems

The first MuseCP evaluation framework is introduced that covers four categories of music facets with fine-grained and well-tailored metrics to capture nuanced changes in music attributes and hopes it can offer practical guidance for developing more effective and reliable music editing strategies with strong MuseCP capability.

Yash Vishe, Eric Xue, Xunyi Jiang et al. · 1 citation

#artificial intelligence Preprint Aug 2026

Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence

Mechanist is an agentic system that uses AI as a scientific instrument for the autonomous discovery of mechanisms underlying AI intelligence, and develops a mechanism theory of belief, revealing how models represent world knowledge, form beliefs, infer the beliefs of others, and how these mechanisms emerge during pretraining.

Mengru Wang, Junfeng Fang, Shuofei Qiao et al. · 0 citations