Publications
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2026. Emerging AI Technologies for Music: Towards Controllable, Collaborative, and Creative Systems. Proceedings of Machine Learning Research, PMLR 303:1-5, 2026. 
bhandari26a.pdf (161.47 KB)
bhandari26a.pdf (161.47 KB).
2026. Text2Score: Generating Sheet Music From Textual Prompts. arXiv:2605.13431. 2605.13431v1.pdf (395.67 KB)
2605.13431v1.pdf (395.67 KB).
2026. Text2Score: Generating Sheet Music From Textual Prompts. arXiv:2605.13431. 2605.13431v1.pdf (395.67 KB)
2605.13431v1.pdf (395.67 KB).
2025. ImprovNet: Generating Controllable Musical Improvisations with Iterative Corruption Refinement. Proceedings of IJCNN.
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2025. ImprovNet: Generating Controllable Musical Improvisations with Iterative Corruption Refinement. Proceedings of IJCNN.
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2025. PRESENT: Zero-Shot Text-to-Prosody Control. IEEE Signal Processing Letters. 2408.06827v1.pdf (367.55 KB)
2408.06827v1.pdf (367.55 KB).
2025. SonicVerse: Multi-Task Learning for Music Feature-Informed Captioning. Proceedings of the 6th Conference on AI Music Creativity (AIMC 2025), Brussels, Belgium, September 10th - 12th, 2025.
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2025. Text2midi: Generating Symbolic Music from Captions. Proceedings of AAAI, Philadelphia. 2412.16526v2.pdf (569.51 KB)
2412.16526v2.pdf (569.51 KB).
2025. Towards the future of education: cyber-physical learning. Discover Education. 4:1–16.
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2024. Gamification and skills tree. Trends and Foresight Report on Cyber-Physical Learning.
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2024. MIRFLEX: Music Information Retrieval Feature Library for Extraction. ISMIR, Late Breaking Demos. 2411.00469v1.pdf (89.86 KB)
2411.00469v1.pdf (89.86 KB).
2024. SNIPER Training: Variable Sparsity Rate Training For Text-To-Speech. Proc. of IEEE Tencon, Singapore. 2211.07283.pdf (435.22 KB)
2211.07283.pdf (435.22 KB).
2023. DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability. ICASSP. diffroll.pdf (2.2 MB)
diffroll.pdf (2.2 MB).
2023. MERP: A Music Dataset with Emotion Ratings and Raters’ Profile Information. Sensors - Intelligent Sensors. 23(1) sensors-23-00382 (2).pdf (1.21 MB)
sensors-23-00382 (2).pdf (1.21 MB).
2022. Computationally Efficient Physics Approximating Neural Networks for Highly Nonlinear Maps. 2022 International Conference on Research in Adaptive and Convergent Systems.
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2022. Computationally Efficient Physics Approximating Neural Networks for Highly Nonlinear Maps. 2022 International Conference on Research in Adaptive and Convergent Systems.
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2022. Computationally Efficient Physics Approximating Neural Networks for Highly Nonlinear Maps. 2022 International Conference on Research in Adaptive and Convergent Systems.
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2022. A Gaussian mixture classifier model to differentiate respiratory symptoms using phonated /ɑː/ sounds. The 18th Australasian International Conference on Speech Science and Technology (SST). ahsounds.pdf (1018.01 KB)
ahsounds.pdf (1018.01 KB).
2022. A Gaussian mixture classifier model to differentiate respiratory symptoms using phonated /ɑː/ sounds. The 18th Australasian International Conference on Speech Science and Technology (SST). ahsounds.pdf (1018.01 KB)
ahsounds.pdf (1018.01 KB).
2022. HEAR 2021: Holistic Evaluation of Audio Representations. Proceedings of Machine Learning Research (PMLR): NeurIPS 2021 Competition Track. 2203.03022.pdf (406.58 KB)
2203.03022.pdf (406.58 KB).
2022. Jointist: Joint Learning for Multi-instrument Transcription and Its Applications. 2206.10805.pdf (427.51 KB)
2206.10805.pdf (427.51 KB).
2022. Jointist: Joint Learning for Multi-instrument Transcription and Its Applications. 2206.10805.pdf (427.51 KB)
2206.10805.pdf (427.51 KB).
2022. Predicting emotion from music videos: exploring the relative contribution of visual and auditory information to affective responses. Arxiv preprint.
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2022. Single Image Video Prediction with Auto-Regressive GANs. Sensors. 22:3533.
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2022. Understanding Audio Features via Trainable Basis Functions. Arxiv preprint. 2204.11437.pdf (7.36 MB)
2204.11437.pdf (7.36 MB).
2022. A white paper on cyberphysical learning. White paper, Singapore University of Technology and Design. LSL_WhitePaper_Cyber-physical-Campus-Higher-Education.pdf (6.98 MB)
LSL_WhitePaper_Cyber-physical-Campus-Higher-Education.pdf (6.98 MB).
2021. Deep Neural Network Based Respiratory Pathology Classification Using Cough Sounds. Sensors. 21(16):5555. 2106.12174.pdf (6.52 MB)
2106.12174.pdf (6.52 MB).
2021. The Effect of Spectrogram Reconstructions on Automatic Music Transcription:An Alternative Approach to Improve Transcription Accuracy. Proceedings of the International Conference on Pattern Recognition (ICPR2020). 2010.09969.pdf (3.46 MB)
2010.09969.pdf (3.46 MB).
2021. Evaluating the Effectiveness of an Augmented Reality Game Promoting Environmental Action. Sustainability. 13(24):13912. sustainability-13-13912.pdf (16.23 MB)
sustainability-13-13912.pdf (16.23 MB).
2021. ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data. ACM Multimedia.
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2021. Revisiting the Onsets and Frames Model with Additive Attention. Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2104.06607.pdf (1.52 MB)
2104.06607.pdf (1.52 MB).
2020. Acoustic prediction of flowrate: varying liquid jet stream onto a free surface. IEEE International Conference on Signal Processing and Communications (SPCOM). preprint flow.pdf (1.01 MB)
preprint flow.pdf (1.01 MB).
2020. Acoustic prediction of flowrate: varying liquid jet stream onto a free surface. IEEE International Conference on Signal Processing and Communications (SPCOM). preprint flow.pdf (1.01 MB)
preprint flow.pdf (1.01 MB).
2020. Asthmatic versus healthy child classification based on cough and vocalised /a:/ sounds. The Journal of the Acoustical Society of America (JASA). 148, EL253
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2020. The impact of Audio input representations on neural network based music transcription. Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2001.09989.pdf (1.87 MB)
2001.09989.pdf (1.87 MB).
2020. nnAudio: An on-the-fly GPU Audio to Spectrogram Conversion Toolbox Using 1D Convolution Neural Networks. IEEE Access. nnAudio.pdf (10.2 MB)
nnAudio.pdf (10.2 MB).
2020. Regression-based music emotion prediction using triplet neural networks. Proceedings of the International Joint Conference on Neural Networks (IJCNN). 2001.09988.pdf (777.31 KB)
2001.09988.pdf (777.31 KB).
2020. Unsupervised disentanglement of pitch and timbre for isolated musical instrument sounds. Proceedings of the International Society of Music Information Retrieval (ISMIR).
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2019. Development of Machine Learning for asthmatic and healthy voluntary cough - a proof of concept study. Applied Sciences. 9(14) applsci-09-02833.pdf (2.06 MB)
applsci-09-02833.pdf (2.06 MB).
2019. The emergence of deep learning: new opportunities for music and audio technologies. Neural Computing and Applications. main_preprint.pdf (102.16 KB)
main_preprint.pdf (102.16 KB).
2019. Latent space representation for multi-target speaker detection and identification with a sparse dataset using Triplet neural networks. IEEE Automatic Speech Recognition and Understanding Workshop (ASRU 2019). 1910.01463.pdf (934.76 KB)
1910.01463.pdf (934.76 KB).
2019. Machine Learning Research that Matters for Music Creation: A Case Study. Journal of New Music Research. 48(1):36-55. concert_paper_preprint.pdf (1.6 MB)
concert_paper_preprint.pdf (1.6 MB).
2019. Machine Learning Research that Matters for Music Creation: A Case Study. Journal of New Music Research. 48(1):36-55. concert_paper_preprint.pdf (1.6 MB)
concert_paper_preprint.pdf (1.6 MB).
2019. nnAudio: A PyTorch Audio Processing Tool Using 1D Convolution neural networks. ISMIR - Late Breaking Demo. nnAudio.pdf (399.08 KB)
nnAudio.pdf (399.08 KB).
2019. Towards emotion based music generation: A tonal tension model based on the spiral array. Proceedings of Cognitive Science (CogSci). CogSci_tension (1).pdf (610.91 KB)
CogSci_tension (1).pdf (610.91 KB).
2019. Towards robust audio spoofing detection: a detailed comparison of traditional and learned features. IEEE Access. 7:84229-84241. ieee_access_herremans.pdf (14.31 MB)
ieee_access_herremans.pdf (14.31 MB).
2018. Blacklisted speaker identification using triplet neural networks. MCE2018 competition. SUTD_description.pdf (133.08 KB)
SUTD_description.pdf (133.08 KB).
2018. From Context to Concept: Exploring Semantic Relationships in Music with Word2Vec. Neural Computing and Applications. paper.pdf (1.64 MB)
paper.pdf (1.64 MB).
2018. Minimally Simple Binaural Room Modelling Using a Single Feedback Delay Network. Journal of the Audio Engineering Society. 66(10):791-807. angus_jaes_preprint.pdf (6.39 MB)
angus_jaes_preprint.pdf (6.39 MB).
2018. Modeling temporal tonal relations in polyphonic music through deep networks with a novel image-based representation. The Thirty-Second AAAI Conference on Artificial Intelligence. preprint_lstm.pdf (741.28 KB)
preprint_lstm.pdf (741.28 KB).
2018. A Novel Interface for the Graphical Analysis of Music Practice Behaviours. Frontiers in Psychology - Human-Media Interaction. 9 practice_browser.pdf (4.9 MB)
practice_browser.pdf (4.9 MB).
2018. O.R. and music generation. OR/MS Today. 45(1) O.R. and music generation - INFORMS.pdf (825.66 KB)
O.R. and music generation - INFORMS.pdf (825.66 KB).
2018. Perceptual evaluation of measures of spectral variance. Journal of the Acoustical Society of America. 143(6):3300–3311. jasa_an_dh_preprint.pdf (2.46 MB)
jasa_an_dh_preprint.pdf (2.46 MB).
2017. A Functional Taxonomy of Music Generation Systems. ACM Computing Surveys. 50(5):30. music_generation_survey_dh_preprint.pdf (349.15 KB)
music_generation_survey_dh_preprint.pdf (349.15 KB).
2017. A Functional Taxonomy of Music Generation Systems. ACM Computing Surveys. 50(5):30. music_generation_survey_dh_preprint.pdf (349.15 KB)
music_generation_survey_dh_preprint.pdf (349.15 KB).
2017. Generating guitar solos by integer programming. Journal of the Operational Research Society. :971-985. preprint_guitar_solo_generation_dh.pdf (772.59 KB)
preprint_guitar_solo_generation_dh.pdf (772.59 KB).
2017. Harmonic Structure Predicts the Enjoyment of Uplifting Trance Music. Frontiers in Psychology, Cognitive Science. 7(1999) agres16ut.pdf (1.15 MB)
agres16ut.pdf (1.15 MB).
2017. IMMA-Emo: A Multimodal Interface for Visualising Score- and Audio-synchronised Emotion Annotations. Audio Mostly. IMMA-emo_preprint.pdf (1.4 MB)
IMMA-emo_preprint.pdf (1.4 MB).
2017. IMMA-Emo: A Multimodal Interface for Visualising Score- and Audio-synchronised Emotion Annotations. Audio Mostly. IMMA-emo_preprint.pdf (1.4 MB)
IMMA-emo_preprint.pdf (1.4 MB).
2017. Modeling Musical Context with Word2vec. First International Workshop On Deep Learning and Music. 1:11-18. herremans2017work2vec.pdf (745.8 KB)
herremans2017work2vec.pdf (745.8 KB).
2017. MorpheuS: generating structured music with constrained patterns and tension. IEEE Transactions on Affective Computing. PP (In Press)(99) herremans2017morpheusFullIEEE.pdf (5.71 MB)
herremans2017morpheusFullIEEE.pdf (5.71 MB).
2017. A multi-modal platform for semantic music analysis: visualizing audio- and score-based tension. 11th International Conference on Semantic Computing IEEE ICSC 2017. paper_preprint.pdf (1.63 MB)
paper_preprint.pdf (1.63 MB).
2017. A variable neighborhood search algorithm to generate piano fingerings for polyphonic sheet music. International Transactions in Operational Research, Special Issue on Variable Neighbourhood Search. 24(3):509–535. ITOR_VNS_APF_preprint.pdf (840.28 KB)
ITOR_VNS_APF_preprint.pdf (840.28 KB).
2016. The Effect of Repetitive Structure on Enjoyment in Uplifting Trance Music. 14th International Conference for Music Perception and Cognition (ICMPC). :280-282. preprint_trance.pdf (139.27 KB)
preprint_trance.pdf (139.27 KB).
2016. MorpheuS: Automatic music generation with recurrent pattern constraints and tension profiles. IEEE TENCON. paper_morpheus_dh_ieee.pdf (550.61 KB)
paper_morpheus_dh_ieee.pdf (550.61 KB).
2016. MorpheuS: constraining structure in automatic music generation. Dagstuhl seminar on Computational Music Structure Analysis. abstract_dagstuhl_dh.pdf (88.49 KB)
abstract_dagstuhl_dh.pdf (88.49 KB).
2016. Music generation with structural constraints: an operations research approach. 30th Annual Conference of the Belgian Operational Research (OR) Society (ORBEL30). :37-39. orbel30_dh.pdf (117.78 KB)
orbel30_dh.pdf (117.78 KB).
2016. Tension ribbons: Quantifying and visualising tonal tension. Second International Conference on Technologies for Music Notation and Representation (TENOR). 2:8-18. paper_tenor_dh_preprint_small.pdf (1.67 MB)
paper_tenor_dh_preprint_small.pdf (1.67 MB).
2016. Uma abordagem baseada em programação linear inteira para a geração de solos de guitarra. XLVIII Simpósio Brasileiro de Pesquisa Operacional (SBPO). sbpo_dh.pdf (346.61 KB)
sbpo_dh.pdf (346.61 KB).
2015. The effect of repetitive structure on enjoyment and altered states in uplifting trance music. 2nd International Conference on Music and Consciousness (MUSCON 2), Brighton. AgresEtAl_muscon.pdf (12.47 KB)
AgresEtAl_muscon.pdf (12.47 KB).
2015. Generating Fingerings for Polyphonic Piano Music with a Tabu Search Algorithm. Mathematics and Computation in Music. 9110:149-160. paper_mcm_preprint.pdf (405.73 KB)
paper_mcm_preprint.pdf (405.73 KB).
2015. Generating Fingerings for Polyphonic Piano Music with a Tabu Search Algorithm. Mathematics and Computation in Music. 9110:149-160. paper_mcm_preprint.pdf (405.73 KB)
paper_mcm_preprint.pdf (405.73 KB).
2015. Generating music with an optimization algorithm using a Markov based objective function. ORBEL29, Belgian Conference on Operations Research. orbel29abs.pdf (138.67 KB)
orbel29abs.pdf (138.67 KB).
2015. Generating structured music for bagana using quality metrics based on Markov models. Expert Systems With Applications. 42 (21)(21):424–7435. paper-bagana.pdf (1.73 MB)
paper-bagana.pdf (1.73 MB).
2014. First species counterpoint generation with VNS and vertical viewpoints. Annual Conference of the Belgian Operation Research Society (ORBEL28). orbel28_dh.pdf (216.63 KB)
orbel28_dh.pdf (216.63 KB).
2014. Generating structured music using quality metrics based on Markov models. wp_bagana.pdf (1.7 MB)
wp_bagana.pdf (1.7 MB).
2014. Markov Based Quality Metrics For Generating Structured Music With Optimization Techniques. Digital Music Research Network (DMNR+9). dmrn9_dh.pdf (133.29 KB)
dmrn9_dh.pdf (133.29 KB).
2014. Sampling the extrema from statistical models of music with variable neighbourhood search. ICMC/SMC. icmc_dh.pdf (1.07 MB)
icmc_dh.pdf (1.07 MB).
2013. First species counterpoint generation with VNS and vertical viewpoints. Digital Music Research Network (DMNR+8). dnmr8_dh_dc.pdf (147.73 KB)
dnmr8_dh_dc.pdf (147.73 KB)