You can condition generation on “blues riff” vs “thrash metal riff” – very practical for a generator. 4. Interactive & Real-Time Riff Generation Title: RiffLoop: A Loop-Based Guitar Riff Generator Authors: B. Hayes, C. Saitis (NIME 2021) Key Idea: Generates 1- or 2-bar riffs that can be looped, with a user-adjustable “groove” parameter.
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. guitar riff generator
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. You can condition generation on “blues riff” vs