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Gabriel Vigliensoni

(Photo by Gab del Canto)

Dr Gabriel Vigliensoni

Thesis supervisor Accepting inquiries

  • Assistant Professor in Creative Artificial Intelligence, Design and Computation Arts

Thesis supervision details


Supervised programs: Design (MDes), Individualized Program (MA, MSc), Individualized Program (PhD)

Research areas: sound and music making, machine learning, human-computer interaction, artificial intelligence, embodied musical interaction, music information retrieval, new interfaces for musical expression, sound design, research-creation, performance, embodiment, interactivity, digital audio, music recommendation, creative machine learning, interactive machine learning

Contact information

Biography

Gabriel Vigliensoni is an electronic music artist, performer, and researcher whose work currently explores the creative affordances of the machine learning paradigm in the context of sound- and music-making. His practice merges formal musical training with extensive studies and experience in sound recording, music production, music information retrieval, human-computer interaction, and machine learning to explore and develop novel approaches to music composition and performance.

Vigliensoni views sound and music as shared experiences that are completed through audience interaction. Over his extensive career, he has experimented with techno and breakbeat, merged krautrock with electronica, explored vocal-driven songs outside traditional pop formats, and utilized procedural composition techniques to challenge the liveness and immediacy of digital music production.

Vigliensoni's creative work and research have been showcased internationally at venues and conferences such as CCA (QC), CMMAS (MX), IRCAM (FR), MUTEK (QC, CL), ICCC (CA, PO), IKLECTIK (UK), ISEA (CA), NMF (UK), NIME (US), ICMC (US), and ISMIR (US, FR, BR, CN, NL). He earned a PhD in Music Technology from McGill University and currently serves as an Assistant Professor in Creative Artificial Intelligence in the Department of Design and Computation Arts at Concordia University.

vigliensoni performing at MUTEK 2020

Myriam Menard

Teaching activities

Winter 2025

CART 498 - Special Topics in Computation Arts: Generative AI
CART 210 - New Media Theory

Fall 2024

CART 346 - Digital Sound I: Theory and Practice of Real-Time Audio
CART 398 - Special Topics in Computation Arts: Creative Artificial Intelligence

Winter 2024

CART 398 - Special Topics in Computation Arts: Creative Artificial Intelligence
CART 210 - New Media Theory

Fall 2023

CART 398 - Special Topics in Computation Arts: Creative Artificial Intelligence

Publications

2024

Tecks, A., T. Peschlow, and G. Vigliensoni. 2024. Explainability Paths for Sustained Artistic Practice. In Proceedings of the the Second International Workshop on eXplainable AI for the Arts at the ACM Creativity and Cognition Conference (XAIxArts2024).

Bryan-Kinns, N., C. Ford, S. Zheng, H. Kennedy, A. Chamberlain, M. Lewis, D. Hemment, Z. Li, Q. Wu, L. Xiao, G. Xia, J. Rezwana, M. Clemens, and G. Vigliensoni. Explainable AI for the Arts 2 (XAIxArts2). In Proceedings of the ACM Creativity and Cognition Conference (C&C ’24).

2023

Vigliensoni, G., and R. Fiebrink. 2023. Steering latent audio models through interactive machine learning. In Proceedings of the 14th International Conference on Computational Creativity (ICCC2023).

Vigliensoni, G., and R. Fiebrink. 2023. Interacting with neural audio synthesis models through interactive machine learning. In The First International Workshop on eXplainable AI for the Arts at the ACM Creativity and Cognition Conference (XAIxArts2023).

Vigliensoni, G., and R. Fiebrink. 2023. Re•col•lec•tions: Sharing sonic memories through interactive machine learning and neural audio synthesis models In Creative AI track of the 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

Shimizu, J., I. Olowe, T. Broad, G. Vigliensoni, P. Thattai, and R. Fiebrink. 2023. Interactive machine learning for generative models. In Proceedings of the Machine Learning for Creativity and Design Workshop 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

Fujinaga, I, and G. Vigliensoni. 2023. Optical music recognition workflow for medieval music manuscripts. In Proceedings of the 5th International Workshop on Reading Music Systems (WoRMS 2023)

2022

Vigliensoni, G., P. Perry, and R. Fiebrink. 2021. A small-data mindset for generative AI creative work. In Proceedings of the Generative AI and HCI - Conference on Human Factors in Computing Systems Workshop (CHI2022). doi: https://doi.org/10.5281/zenodo.7086327.

Vigliensoni, G., L. McCallum, E. Maestre, and R. Fiebrink. 2022. R-VAE: Live latent space drum rhythm generation from minimal-size datasets. Journal of Creative Music Systems 1(1). doi: https://doi.org/10.5920/jcms.902.

2021

Vigliensoni, G., E. de Luca, and I. Fujinaga. 2021. Chapter 6: Repertoire: Neume Notation. In Music Encoding Initiative Guidelines edited by J. Kepper et al.

2020

Vigliensoni, G., L. McCallum, E. Maestre, and R. Fiebrink. 2020. Generation and visualization of rhythmic latent spaces. In Proceedings of the 2020 Joint Conference on AI Music Creativity. doi: https://doi.org/10.5281/zenodo.4285422.

Vigliensoni, G., L. McCallum, and R. Fiebrink. 2020. Creating latent spaces for modern music genre rhythms using minimal training data. In Proceedings of the International Conference on Computational Creativity (ICCC’20). doi: https://doi.org/10.5281/zenodo.7415792.

Vigliensoni, G., E. Maestre, and R. Fiebrink. 2020. Web-based dynamic visualization of rhythmic latent space. In Proceedings of the Sound, Image and Interaction Design Symposium (SIIDS2020). doi: https://doi:10.5281/zenodo.7438305.

Regimbal, J., G. Vigliensoni, C. Hutnik, and I. Fujinaga. 2020. IIIF-based lyric and neume editor for square-notation manuscripts. In Proceedings of the Music Encoding Conference.

2019

Fujinaga, I., and G. Vigliensoni. 2019. The art of teaching computers: The SIMSSA optical music recognition workflow system. In Proceedings of the 27th European Signal Processing Conference.
Vigliensoni, G., A. Daigle, E. Liu, J. Calvo-Zaragoza, J. Regimbal, M. A. 

Nguyen, N. Baxter, Z. McLennan, and I. Fujinaga. 2019. Overcoming the challenges of optical music recognition of Early Music with machine learning. Digital Humanities Conference 2019.

Vigliensoni, G., A. Daigle, E. Liu, J. Calvo-Zaragoza, J. Regimbal, M. A. Nguyen, N. Baxter, Z. McLennan, and I. Fujinaga. 2019. From image to encoding: Full optical music recognition of Medieval and Renaissance music. Music Encoding Conference 2019.

2018

Vigliensoni, G., J. Calvo-Zaragoza, and I. Fujinaga. 2018. Developing an environment for teaching computers to read music. In Proceedings
of 1st International Workshop on Reading Music Systems.

Castellanos, F., J. Calvo-Zaragoza, G. Vigliensoni, and I. Fujinaga. 2018. Document analysis of music score images with selectional autoencoders. In Proceedings of the 19th International Society for Music Information Retrieval Conference.

Nápoles, N., G. Vigliensoni, and I. Fujinaga. 2018. Encoding matters. In Proceedings of the 5th International Conference on Digital Libraries for
Musicology.

Calvo-Zaragoza, J., F. Castellanos, G. Vigliensoni, and I. Fujinaga. 2018. Deep neural networks for document processing of music score images. Applied Sciences, 8(5).

Vigliensoni, G., J. Calvo-Zaragoza, and I. Fujinaga. 2018. An environment for machine pedagogy: Learning how to teach computers to read music. In Proceedings of the Intelligent Music Interfaces for Listening and Creation workshop

2017

Vigliensoni, G. 2017. Evaluating the performance improvement of a music recommendation model by using user-centric features. PhD dissertation. McGill University.

Vigliensoni, G. and I. Fujinaga. 2017. The music listening histories dataset. In Proceedings of the 18th International Society for Music Information Retrieval Conference. doi: https://doi.org/10.5281/zenodo.1417499.

Vigliensoni, G., D. Romblom, M. P. Verge, and C. Guastavino. 2017. Perceptual evaluation of a virtual acoustic room model. The Journal of the Acoustical Society of America 142(4).

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2017. One-step detection of background, staff lines, and symbols in medieval music manuscripts with convolutional neural networks. In Proceedings of the 18th International Society for Music Information Retrieval Conference.

Barone, M., K. Dacosta, G. Vigliensoni, and M. Woolhouse. 2017. GRAIL: Database linking music metadata across artist, release, and track. In Proceedings of the 4th International Workshop on Digital Libraries for Musicology.

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2017. Music document layout analysis through machine learning and human feedback. In Proceedings of the 12th IAPR International Workshop on Graphics Recognition.

Saleh, Z., K. Zhang, J. Calvo-Zaragoza, G. Vigliensoni, and I. Fujinaga. 2017. Pixel.js: Web-based pixel classification correction platform for ground truth creation. In Proceedings of the 12th IAPR International Workshop on Graphics Recognition.

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2017. Pixelwise classification for music document analysis. In Proceedings of the 2017
Seventh International Conference on Image Processing Theory, Tools, and Applications.

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2017. Pixel-wise binarization of musical documents with Convolutional Neural Networks. In Proceedings of the 15th IAPR Conference on Machine Vision Applications.

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2017. Staff-line detection on greyscale images with pixel classification. In Proceedings of the 8th Iberian Conference on Pattern Recognition and Image Analysis.

Barone, M., K. Dacosta, G. Vigliensoni, and M. Woolhouse. 2017. GRAIL: A general recorded audio identity linker. Late breaking session 17th International Society for Music Information Retrieval Conference.

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2017. A unified approach towards automatic recognition of heterogeneous music documents. In Proceedings of the Music Encoding Conference.

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2017. A machine learning framework for the categorization of elements in images of musical documents. In Proceedings of the Third International Conference on Technologies for Music Notation and Representation.

2016

Vigliensoni, G. and I. Fujinaga. 2016. Automatic music recommendation systems: Do demographic, profiling, and contextual features improve their performance?. In Proceedings of the 17th International Society for Music Information Retrieval Conference. doi: https://doi.org/10.5281/zenodo.1417073.

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2016. Staff-line detection on greyscale images with pixel classification. Late breaking session 17th International Society for Music Information Retrieval Conference.

Calvo-Zaragoza, J., G. Vigliensoni, and I. Fujinaga. 2016. Document analysis for music scores via machine learning. 3rd International Digital Libraries for Musicology workshop.

2015

Fujinaga, I., G. Vigliensoni, and H. Knox. 2015. The making of a computerized harpsichord for analysis and training. International Symposium on Performance Science.

Barone, M., K. Dacosta, G. Vigliensoni, and M. Woolhouse. 2015. GRAIL: A music identity space collection and API. Late breaking session 16th International Society for Music Information Retrieval Conference

2014

Vigliensoni, G., and I. Fujinaga. 2014. Time-shift normalization and listener profiling in a large dataset of music listening histories. Fourth annual seminar on cognitively based music informatics research.

Vigliensoni, G., and I. Fujinaga. 2014. Identifying time zones in a large dataset of music listening logs. In Proceedings of the International Workshop on Social Media Retrieval and Analysis.

2013

Vigliensoni, G., J. A. Burgoyne, and I. Fujinaga. 2013. Musicbrainz for the world: the Chilean experience. In Proceedings of the International Society for Music Information Retrieval Conference.

Vigliensoni, G., G. Burlet, and I Fujinaga. 2013. Optical measure recognition in common music notation. In Proceedings of the International Society for Music Information Retrieval Conference.

2012

Vigliensoni, G., and M. Wanderley. 2012. A quantitative comparison of position trackers for the development of a touch-less musical interface. In Proceedings of the New Interfaces for Musical Expression Conference.

Hankinson, A., J. A. Burgoyne, G. Vigliensoni, A. Porter, J. Thompson, W. Liu, R. Chiu, and I. Fujinaga. 2012. Digital document image retrieval using optical music recognition. In Proceedings of the International Society for Music Information Retrieval Conference.

Hankinson, A., J. A. Burgoyne, G. Vigliensoni, and I. Fujinaga. 2012. Creating a large-scale searchable digital collection from printed music materials. In Proceedings of Advances in Music Information Research.

2011

Vigliensoni, G. 2011. Touch-less gestural control of concatenative sound synthesis. Master's thesis, McGill University.

Vigliensoni, G., J. A. Burgoyne, A. Hankinson, and I. Fujinaga. 2011. Automatic pitch detection in printed square notation. In Proceedings of the International Society for Music Information Retrieval Conference.

Hankinson, A., G. Vigliensoni, J. A. Burgoyne, and I. Fujinaga. 2011. New tools for optical chant recognition. International Association of Music Libraries Conference. Dublin, Ireland.

Burgoyne, J. A., R. Chiu, G. Vigliensoni, A. Hankinson, J. Cumming, and I. Fujinaga. 2011. Creating a fully-searchable edition of the Liber Usualis. Medieval and Renaissance Music Conference. Barcelona, España.

2010

Vigliensoni, G., and M. Wanderley. 2010. Soundcatcher: Explorations in audio-looping and time-freezing using an open-air gestural controller. In Proceedings of the International Computer Music Conference.

McKay, C., J. A. Burgoyne, J. Hockman, J. B. L. Smith, G. Vigliensoni, and I. Fujinaga. 2010. Evaluating the performance of lyrical features relative to and in combination with audio, symbolic and cultural features. In Proceedings of the International Society for Music Information Retrieval Conference.

Vigliensoni, G., C. McKay, and I. Fujinaga. 2010. Using jWebMiner 2.0 to improve music classification performance by combining different types of features mined from the web. In Proceedings of the International Society for Music Information Retrieval Conference

Awards and Funding

2024–2025 PI, Petro-Canada Young Innovator Award (PCYIA)

2024–2025. Collaborator, Responsible AI UK international partnerships UKRI — UK Research and Innovation

2023–2025. PI, Explore and Create | Research Creation. Canada Council for the Arts

2023–2025. PI, Faculty Research Development Program. Concordia University

2022–2023. PI, Knowledge Mobilization Grant. Research Creation. Fonds de Recherche du Québec—Société et Culture (FRQSC)

2020–2022. PI, Postdoctoral Research Creation. Fonds de Recherche du Québec—Société et Culture (FRQSC)

Artistic performances

July, 2024     Vigliensoni. Weaving memory matter. CCI/UAL Holborn. London, UK.

March, 2024    Vigliensoni. IRCAM Forum 30th Anniversary. Paris, France.

February, 2024. Vigliensoni. Kilele Festival. The Mist. Nairobi, Kenya.

May, 2023. Vigliensoni. Armable #1. Montréal, QC

February, 2023. Holy Waters. Transmediale 2023. Sound design for installation by Antonia Hernández. Berlin, Germany.

November, 2022. Vigliensoni b2b CMD. Montréal dances across borders Vol. 3 release. Montréal, QC.

November, 2022. Vigliensoni. EPA! #5. Santiago, Chile

October, 2022. Alejandra Pérez, Gabriel Vigliensoni, Kamila Govorcin. Stecher Sound Immersive Lab. Santiago, Chile

October, 2022. Vigliensoni Tragatierra. Club Horizonte. Santiago, Chile

October, 2022. Vigliensoni. Madrid 1141. Santiago, Chile.

September, 2022. Vigliensoni. 18 Festival Internacional de Música y Nuevas Tecnologías Visiones Sonoras 2022. Centro Mexicano para la Música y las Artes Sonoras. Morelia, México.

September, 2022. Vigliensoni. 316Centro. Mexico City, México.

June, 2022. Vigliensoni. Analove my log. L’Aerogare. Metz, France.

June, 2022. Vigliensoni. Clastic music. Iklectik. London, UK.

April, 2022. Vigliensoni. Analove my log. La Shop. Montréal, QC.

November, 2021. Vigliensoni. Rhythmic explorations in latent spaces. Live performance at Iklectik. London, UK.

August, 2021. Vigliensoni. Clastic Music. Live performance at the 22nd International Festival of Digital Creativity and Electronic Music | MUTEK 2021. Montréal, QC.

May, 2021. Vigliensoni. Clastic Music. Telematic performance at Campos Futuros | Universidad Andrés Bello. Santiago, Chile. Online.

September, 2020. Vigliensoni. Clastic Music. Live performance at the 21st International Festival of Digital Creativity and Electronic Music | MUTEK 2020. Montréal, QC.

July, 2020. Vigliensoni. RELS–Rhythmic explorations in latent spaces. Telematic performance at the Network Music Festival. London, UK. Online.

July, 2020. Vigliensoni and Louis McCallum. LoverDre84. Telematic performance at the Network Music Festival. Online.

March, 2020. Vigliensoni. RELS–Rhythmic explorations of latent spaces. Live performance at the Montréal Institute for Learning Algorithms (MILA). Montréal, QC.

February, 2020. Vigliensoni. Tempest. Live performance at Earth Kitchen. London, UK.

January, 2020. Mismos. Live performance at Casa República. Santiago, Chile.

January, 2020. Vigliensoni. Live performance at Estudio de Campo. Santiago, Chile.

December, 2019. Vigliensoni. Live performance at Noa-Noa. Santiago, Chile.

February, 2019. Vigliensoni. Live performance at Le National. Montréal, QC.

February, 2019. Vigliensoni. Live performance at The Opera House. Toronto, ON.

October, 2018. Vigliensoni. Live performance at Théâtre Fairmount. Montréal, QC.

September, 2018. Vigliensoni. Live performance at Centre Canadien d'Architecture. Montréal, QC.

August, 2018. Vigliensoni. Live performance at the 19th International Festival of Digital Creativity and Electronic Music | MUTEK 2018. Montréal, QC.

July, 2013. Lucybell. Universidad Federico Santa María. Valparaíso, Chile.

July, 2013. Lucybell. Teatro Municipal. Temuco, Chile.

September, 2012. Lucybell. Cabaret du Mile End. Montréal, QC.

September, 2012. Lucybell. Teatro Metropolitan. México City, México.

Agosto, 2012. Lucybell. Centro María Angola. Lima, Perú.

July, 2012. Lucybell. Centro de Eventos Enjoy. Los Andes. Chile.

June, 2012. Lucybell. Arena Puerto Montt. Puerto Montt. Chile.

June, 2012. Lucybell. Teatro Caupolicán. Santiago, Chile.

Music Releases

2022 vigliensoni CMD – Scintillation (Dance Across Borders DAB003)
2022 vigliensoni – Clastic Music (Chez.Kito.Kat Records CKK085)

2021 Tragatierra – Ola de Calor/Tragatierra (Santiago Récords)

2018 vigliensoni – Tempest (A Magical Substance, AMS007)

2018 vigliensoni – Michael saved us all (Noproblematapes, NOP079)

2016 vigliensoni – Imágenes paganas (A Magical Substance, AMS005)

2015 vigliensoni – Jaguar (Clang, clang029)

2015 vigliensoni – Tiene que parar ahí (A Magical Substance, 
AMS003)

2014 vigliensoni – Le régne animal (A Magical Substance)

2013 Lucybell – Poderoso (Independent, 00000000101010)

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