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. HHNAS-AM: Hierarchical Hybrid Neural Architecture Search using Adaptive Mutation Policies. arXiv:2508.14946.
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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. Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Survey. ACM Computing Surveys. 2402.17467.pdf (1.01 MB)
2402.17467.pdf (1.01 MB).
2025. Text2midi: Generating Symbolic Music from Captions. Proceedings of AAAI, Philadelphia. 2412.16526v2.pdf (569.51 KB)
2412.16526v2.pdf (569.51 KB).
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. Downscaling using Deep Convolutional Autoencoders, a case study for South East Asia. Egusphere preprint. egusphere-2022-234.pdf (8.99 MB)
egusphere-2022-234.pdf (8.99 MB).
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. A Machine Learning Approach for MIDI to Guitar Tablature Conversion. Sound and Music Computing Conference (SMC). 25.pdf (528.42 KB)
25.pdf (528.42 KB).
2021. AttendAffectNet – Emotion Prediction of Movie Viewers Using Multimodal Fusion with Self-attention. Sensors. Special issue on Intelligent Sensors: Sensor Based Multi-Modal Emotion Recognition. sensors-21-08356.pdf (1.03 MB)
sensors-21-08356.pdf (1.03 MB).
2021. AttendAffectNet: Self-Attention based Networks for Predicting Affective Responses from Movies. Proceedings of the International Conference on Pattern Recognition (ICPR2020). 2010.11188.pdf (7.07 MB)
2010.11188.pdf (7.07 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. Music, Computing, and Health: A roadmap for the current and future roles of music technology for healthcare and well-being. Music & Science. Preprint for OSF_Agres, Schaefer, Volk, et al. (2021)_Music & Science_watermark.pdf (4.07 MB)
Preprint for OSF_Agres, Schaefer, Volk, et al. (2021)_Music & Science_watermark.pdf (4.07 MB).
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. 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. A dataset and classification model for Malay, Hindi, Tamil and Chinese music. 13th Workshop on music and machine learning (MML) as part of ECML/PKDD. 2009.04459.pdf (234.8 KB)
2009.04459.pdf (234.8 KB).
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).
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 impact of musical structure on enjoyment and absorptive listening states in trance music. Music and Consciousness 2 - Worlds, Practices, Modalities.
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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. 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. Singing Voice Separation Using a Deep Convolutional Neural Network Trained by Ideal Binary Mask and Cross Entropy. Neural Computing and Applications. main.pdf (2.59 MB)
main.pdf (2.59 MB).
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. Hit Song Prediction Based on Early Adopter Data and Audio Features. The 18th International Society for Music Information Retrieval Conference (ISMIR) - Late Breaking Demo. paper_preprint_hit.pdf (221.73 KB)
paper_preprint_hit.pdf (221.73 KB).
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. 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).
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)