论文标题
嗯：与变压器一起探索有条件的多轨音乐发电
MMM : Exploring Conditional Multi-Track Music Generation with the Transformer
论文作者
论文摘要
我们提出了多轨音乐机（MMM），这是一种基于能够生成多轨音乐的变压器体系结构的生成系统。与以前的作品相反，该作品将音乐材料表示为单个时间顺序的序列，其中与不同的曲目相对应的音乐事件是交错的，我们为每个曲目创建了一个按时间顺序的音乐事件序列，并将几个曲目串入单个序列中。这利用了变压器的注意力机制，可以很好地处理长期依赖性。我们探讨了各种表示如何在生成时间为用户提供高度控制，并提供了一个交互式演示，该演示可容纳轨道级别和条形级别的内层，并提供对轨道仪器和注意密度的控制。
We propose the Multi-Track Music Machine (MMM), a generative system based on the Transformer architecture that is capable of generating multi-track music. In contrast to previous work, which represents musical material as a single time-ordered sequence, where the musical events corresponding to different tracks are interleaved, we create a time-ordered sequence of musical events for each track and concatenate several tracks into a single sequence. This takes advantage of the Transformer's attention-mechanism, which can adeptly handle long-term dependencies. We explore how various representations can offer the user a high degree of control at generation time, providing an interactive demo that accommodates track-level and bar-level inpainting, and offers control over track instrumentation and note density.
