Publications
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Generating guitar solos by integer programming. Journal of the Operational Research Society. :971-985.
preprint_guitar_solo_generation_dh.pdf (772.59 KB)
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2017. 
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)
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2016. 
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)
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2018. 
From Context to Concept: Exploring Semantic Relationships in Music with Word2Vec. Neural Computing and Applications.
paper.pdf (1.64 MB)
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2018. 
Blacklisted speaker identification using triplet neural networks. MCE2018 competition.
SUTD_description.pdf (133.08 KB)
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2018. 
ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data. ACM Multimedia.
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2021. nnAudio: An on-the-fly GPU Audio to Spectrogram Conversion Toolbox Using 1D Convolution Neural Networks. IEEE Access.
nnAudio.pdf (10.2 MB)
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2020. 
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)
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2021. 
nnAudio: A PyTorch Audio Processing Tool Using 1D Convolution neural networks. ISMIR - Late Breaking Demo.
nnAudio.pdf (399.08 KB)
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2019. 
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)
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2021. 
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)
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2019. 
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)
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2020. 
Jointist: Joint Learning for Multi-instrument Transcription and Its Applications.
2206.10805.pdf (427.51 KB)
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2022. 
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)
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2020. 