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coopiano 是一个用 C++17 编写的物理建模钢琴合成器开源项目，通过琴槌、琴弦、音板与共鸣模型合成声音，支持 MIDI 文件渲染与 macOS 实时 MIDI 输入，无需任何采样或第三方库。
The paper introduces EvoSim, a self-evolving multi-agent AI scientist that autonomously constructs and refines physics-based models using experimental discrepancies, evaluated on lithium-metal battery modeling where it surpasses human-expert accuracy.
PR-Smoother is an amortized smoother for data assimilation that preserves prescribed simulators by learning future-conditioned corrections to capture non-Gaussian posteriors. It scales to high-dimensional systems and supports joint state, parameter, and sensor-bias inference from observations alone.
Introduces SHRAV, an architecture-independent computational framework for physical modeling and inverse design using State, Hypothesis, Reason, Action, and Verify components.