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Research

Publications: Mr Berker Banar

Banar B, Bryan-Kinns N, Colton S . A Tool for Generating Controllable Variations of Musical Themes Using Variational Autoencoders with Latent Space Regularisation . Proceedings of the AAAI Conference on Artificial Intelligence . vol. 37 , 16401 - 16403 .
Colton S, Banar B ( 2023 ) . Automatically Adding to Artistic Cultures . Artificial Intelligence in Music, Sound, Art and Design , vol. 13988 , Springer Nature
Banar B, Colton S ( 2023 ) . A Tool for Composing Music via Graphic Scores in the style of György Ligeti’s Artikulation using Self-supervised Representation Learning . Conference: AAAI 2023 The 37th AAAI Conference on Artificial Intelligence - Creative AI Across Modalities Workshop
Banar B, Colton S ( 2022 ) . Identifying Critical Decision Points in Musical Compositions using Machine Learning . 2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP) . Conference: 2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP) from: 26/09/2022 to: 28/09/2022 ,
Banar B, Colton S ( 2022 ) . Connecting Audio and Graphic Score using Self-supervised Representation Learning - A Case Study with György Ligeti's Artikulation . Conference: International Conference on Computational Creativity 2022
Banar B, Colton S ( 2022 ) . A Quality-Diversity-based Evaluation Strategy for Symbolic Music Generation . Conference: International Conference on Learning Representations 2022 Machine Learning Evaluation Standards Workshop from: 29/04/2022 to: 29/04/2022 ,
Banar B, Colton S ( 2022 ) . A Systematic Evaluation of GPT-2-Based Music Generation . Artificial Intelligence in Music, Sound, Art and Design , vol. 13221 , Springer Nature
Grechin S, Banar B, Hayes B, Welham C, Pelinski T, Poliakov E, Li Y, Zhang H et al. ( 2021 ) . DMRN+16: Digital Music Research Network One-day Workshop 2021 . Editors: Ford, C, Dixon, S, Bort, A, Riley, J et al. , Conference: DMRN+16: Digital Music Research Network One-day Workshop 2021 ( Online. QMUL ) from: 21/12/2021 to: 21/12/2021 ,
Bryan-Kinns N, Banar B, Ford C, Reed C, Zhang Y, Colton S, Armitage J ( 2021 ) . Exploring XAI for the Arts: Explaining Latent Space in Generative Music . Conference: NeurIPS 2021 - eXplainable AI Approaches for Debugging and Diagnosis Workshop
Banar B, Colton S ( 2021 ) . Generating Music with Extreme Passages using GPT-2 . https://arxiv.org/abs/2106.11804 . Conference: Evo* 2021
Liu Z, Banar B, Butun S, Kocer H, Wang K, Scheuer J, Wu J, Aydin K ( 2018 ) . Dynamic infrared thin-film absorbers with tunable absorption level based on VO<inf>2</inf> phase transition . Optical Materials Express vol. 8 , ( 8 ) 2151 - 2158 .
Kocer H, Butun S, Banar B, Wang K, Tongay S, Wu J, Aydin K ( 2015 ) . Thermal tuning of infrared resonant absorbers based on hybrid gold-VO2 nanostructures . Applied Physics Letters vol. 106 , ( 16 )