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- *Trained on Kaggle free tier using dual T4 GPUs. Novel hybrid architecture designed and built from scratch.*
 
 
 
 
 
 
 
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+ *Trained on Kaggle free tier using dual T4 GPUs. Novel hybrid architecture designed and built from scratch.*
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+ ## Roadmap
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+ A future version of this model is planned using **CfC (Closed-form Continuous-time)** layers in place of the FFN blocks. CfC is a liquid neural network component with adaptive time constants — theoretically better suited to music's continuous-time dynamics than standard feed-forward networks. The current release uses FFN for stability. Watch this repo for updates.