Guitar Riff Generator ^hot^ (2K)

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.

Handles riff repetition with variation – a key property of riffs (not just random notes). 3. Transformer-Based Approach (State-of-the-Art) Title: GTR-CTRL: Instrument and Genre Conditioning for Guitar Tablature Generation Authors: P. Sarmento, et al. (2022, arXiv) Key Idea: Uses a Transformer XL model trained on thousands of Guitar Pro files, with conditioning on tuning, genre, and tempo. guitar riff generator

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. Donahue, et al

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. with a user-adjustable “groove” parameter.

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) |

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.