BumbleBee: A Transformer for Music [article]

Lucas Fenaux, Maria Juliana Quintero
<span title="2021-07-07">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We will introduce BumbleBee, a transformer model that will generate MIDI music data . We will tackle the issue of transformers applied to long sequences by implementing a longformer generative model that uses dilating sliding windows to compute the attention layers. We will compare our results to that of the music transformer and Long-Short term memory (LSTM) to benchmark our results. This analysis will be performed using piano MIDI files, in particular , the JSB Chorales dataset that has
more &raquo; ... y been used for other research works (Huang et al., 2018)
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2107.03443v1">arXiv:2107.03443v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/osojg37sevf77eksxsdkohnqau">fatcat:osojg37sevf77eksxsdkohnqau</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210711204022/https://arxiv.org/pdf/2107.03443v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e2/bc/e2bc95fc03ca20e4fa216250efbfc70c0882ff16.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2107.03443v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>