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.
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
While there is no single universally famous paper titled exactly "Guitar Riff Generator" , several highly useful papers cover the topic. Here are the most directly applicable ones, ranging from academic to applied. Title: Generating Guitar Riffs with Deep Learning Authors: G. Cassotti, S. D’Amato (often cited in ISMIR / EvoMUSART) Key Idea: Uses a character-level recurrent neural network (LSTM) on Guitar Pro tablature files to generate riffs in the style of specific artists. You can condition generation on “blues riff” vs
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. Hayes, C