Guitar Riff Generator May 2026

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.

Includes a GitHub repo with pretrained models for riff generation. Summary Recommendation Table | If you want… | Start with… | |--------------|--------------| | Academic foundation | Generating Guitar Riffs with Deep Learning (Cassotti) | | Rock/metal style | JamBot (Donahue) | | Control over genre/style | GTR-CTRL (Sarmento) | | Loop-based / DAW-friendly | RiffLoop (Hayes) | | Dataset & preprocessing | GuitarSet (Xi) | | Working code to run | MuseGuitar (ICASSP 2023) | guitar riff generator

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. Donahue, et al

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. Summary Recommendation Table | If you want… |