It looks like you're looking for a paper (or a set of useful references) on , likely in the context of music AI, LSTMs, transformers, or symbolic music generation.
Focuses on loopability – essential for practice tools or DAW plugins. 5. Dataset Paper You’ll Need Title: GuitarSet: A Comprehensive Dataset for Guitar Transcription and Generation Authors: Q. Xi, et al. (ISMIR 2018) Key Idea: 360 minutes of annotated solo guitar recordings with aligned MIDI, tab, and audio. guitar riff generator
Focuses exclusively on guitar-specific phrasing (string bending, slides, palm muting), not just piano-roll melodies. 2. Classic & Highly Cited (General Rock/Metal Riff Generation) Title: JamBot: A Deep Learning System for Generating Rhythm Guitar Parts Authors: C. Donahue, et al. (from Million Song Dataset group) Key Idea: Trains a two-stage LSTM on MIDI guitar tracks from rock and metal songs. It looks like you're looking for a paper
Without this dataset, you can’t train a supervised riff generator. Mandatory reading. 6. Practical Implementation Reference (Code + Paper) Title: MuseGuitar: Guitar Tablature Generation with Attention and Pitch-Shift Augmentation Venue: ICASSP 2023 workshop Key Idea: Encoder-decoder with pitch-shift data augmentation to avoid overfitting to key signatures. guitar riff generator