Publications

PreprintTiago F. Tavares, Fabio Ayres, Paris Smaragdis, "Diagnosing Neural Convergence with Topological Alignment Spectra". https://arxiv.org/abs/2411.08687 (Accepted at IJCNN 2026) [Code] Copy text · Copy BibTeX

PreprintTiago Fernandes Tavares, "LogiPart: Local Large Language Models for Data Exploration at Scale with Logical Partitioning". https://arxiv.org/abs/2509.22211 (Accepted at IJCNN 2026) [Code] Copy text · Copy BibTeX

PreprintTiago Fernandes Tavares, Fábio José Ayres, "Multi-label Cross-lingual automatic music genre classification from lyrics with Sentence BERT". arXiv. 10.48550/ARXIV.2501.03769 Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Fabio José Ayres, Zhepei Wang, Paris Smaragdis, "On Class Separability Pitfalls In Audio-Text Contrastive Zero-Shot Learning". ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 10.1109/ICASSP49660.2025.10888245 Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Luciano Pereira Soares, "Automated Formative Feedback for Short-form Writing: An LLM-Driven Approach and Adoption Analysis". 2025 International Joint Conference on Neural Networks (IJCNN). 10.1109/IJCNN64981.2025.11229260 Copy text · Copy BibTeX

ConferenceTiago F. Tavares, Fábio Miranda, "Explorando o Gap de Gênero em Matemática no ENEM em Municípios Brasileiros como Indicativo de Potenciais Candidatas para Carreiras em Computação". Anais do XXXII Workshop sobre Educação em Computação (WEI 2024). 10.5753/wei.2024.3003 Copy text · Copy BibTeX

PreprintTiago Fernandes Tavares, Fabio Miranda, "Searching for winning study strategies for the Brazilian ENEM Exam". Center for Open Science. 10.35542/osf.io/mrwtd Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Marcio Fernando Stabile Jr., "Enhancing Learning Effectiveness with Online Educational Platforms: Insights from the Use of Prairie Learn in a Data Science Classroom". PAAE/ALE Copy text · Copy BibTeX

ConferenceZhepei Wang, Cem Subakan, Krishna Subramani, Junkai Wu, Tiago Fernandes Tavares, Fabio Ayres, Paris Smaragdis, "Unsupervised Improvement of Audio-Text Cross-Modal Representations". 2023 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). 10.1109/WASPAA58266.2023.10248180 Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Lucas Bertoloto, "Air Drums, and Bass: Anticipating Musical Gestures in Accelerometer Signals with a Lightweight CNN". 2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP). 10.1109/MLSP55844.2023.10285920 Copy text · Copy BibTeX

JournalTiago Fernandes Tavares, José Eduardo Fornari, "Finite State Machines with Data Paths in Visual Languages for Music". Computer Music Journal. 10.1162/comj_a_00688 Copy text · Copy BibTeX

JournalGeise Santos, Tiago Fernandes Tavares, Anderson Rocha, "Reliability and generalization of gait biometrics using 3D inertial sensor data and 3D optical system trajectories". Scientific Reports. 10.1038/s41598-022-12452-6 Copy text · Copy BibTeX

JournalAugusto Amstalden, Tiago Fernandes Tavares, Anésio Azevedo Costa Neto, Giovana Cardi Camarini, "Audiovisual interactive artwork via web-deployed software: Motus composes Homino-idea". Revista Vórtex. 10.33871/23179937.2022.10.1.6 Copy text · Copy BibTeX

JournalTiago Fernandes Tavares, "Open-set classification approaches to automatic bird song identification: towards non-invasive wildlife monitoring in Brazilian fauna". IEEE Latin America Transactions. 10.1109/TLA.2022.9904764 Copy text · Copy BibTeX

JournalGeise Santos, Marcelo Wanderley, Tiago Fernandes Tavares, Anderson Rocha, "A multi-sensor human gait dataset captured through an optical system and inertial measurement units". Scientific Data. 10.1038/s41597-022-01638-2 Copy text · Copy BibTeX

ConferenceGeise Santos, Johnty Wang, Carolina Brum, Marcelo M. Wanderley, Tiago Fernandes Tavares, Anderson Rocha, "Comparative Latency Analysis of Optical and Inertial Motion Capture Systems for Gestural Analysis and Musical Performance". NIME 2021. 10.21428/92fbeb44.51b1c3a1 Copy text · Copy BibTeX

ConferenceMarcio Albano H Ferreira, Tiago Fernandes Tavares, "Continuous Parameter Control Using an On/Off Sensor in the Augmented Handheld Triangle". Computer Music Multidisciplinary Research Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Thales Roel Pessanha, Gustavo Nishihara, Guilherme Zanchetta L. Ávila, "Alloy Sounds: Non-Repeating Sound Textures with Probabilistic Cellular Automata". Digital Audio Effects - DAFx Copy text · Copy BibTeX

ConferenceThales Roel Pessanha, Thiago Rossi Roque, Guilherme Zanchetta L. Ávila, Lucas B Pereira, Gabrielly Lima De Oliveira, Bruna C. M. Pinheiro, Renata F. P. P. Paulino, Tiago Fernandes Tavares, "InFracta: the Body as an Augmented Instrument in a Collaborative, Multi-Modal Piece". International Conference on Computer Music Copy text · Copy BibTeX

ConferenceMiguel Clemente, Manuel Falleiros, Tiago Fernandes Tavares, José Fornari Novo Júnior, "Experiments on technology-assisted free improvisational practices with an ensemble of saxophone". Ubiquitous Music. 10.5281/zenodo.4247685 Copy text · Copy BibTeX

JournalJuliano Henrique Foleiss, Tiago Fernandes Tavares, "Texture selection for automatic music genre classification". Applied Soft Computing. 10.1016/j.asoc.2020.106127 Copy text · Copy BibTeX

JournalTiago Fernandes Tavares, Leandro Collares, "Ethnic music exploration guided by personalized recommendations: system design and evaluation". SN Applied Sciences. 10.1007/s42452-020-2318-y Copy text · Copy BibTeX

JournalGeise Santos, Paulo Henrique Pisani, Roberto Leyva, Chang-tsun Li, Tiago Fernandes Tavares, Anderson Rocha, "Manifold learning for user profiling and identity verification using motion sensors". Pattern Recognition. 10.1016/j.patcog.2020.107408 Copy text · Copy BibTeX

JournalChristhian Henrique Gomes Fonseca, Tiago Fernandes Tavares, "Low-Latency f0 Estimation for the Finger Plucked Electric Bass Guitar Using the Absolute Difference Function". Revista de Informática Teórica e Aplicada: RITA. 10.22456/2175-2745.103182 Copy text · Copy BibTeX

ConferenceAndré Dalmora, Tiago Fernandes Tavares, "Identifying Narrative Contexts in Brazilian Popular Music Lyrics Using Sparse Topic Models: A Comparison Between Human-Based and Machine-Based Classification". Simpósio Brasileiro de Computação Musical. 10.5753/sbcm.2019.10417 Copy text · Copy BibTeX

ConferenceChristhian Fonseca, Tiago Fernandes Tavares, "Low-Latency f0 Estimation for the Finger Plucked Electric Bass Guitar Using the Absolute Difference Function". Simpósio Brasileiro de Computação Musical. 10.5753/sbcm.2019.10433 Copy text · Copy BibTeX

ConferenceVítor Shinohara, Juliano Foleiss, Tiago Fernandes Tavares, "Comparing Meta-Classifiers for Automatic Music Genre Classification". Simpósio Brasileiro de Computação Musical. 10.5753/sbcm.2019.10434 Copy text · Copy BibTeX

ConferenceAna Julia Pereira Caetano, Tiago Fernandes Tavares, "Visualizing Air Drums: Analysis of Motion and Vocalization Data Related to Playing Imaginary Drums". XVII Symposium on Computer Music. 10.5753/sbcm.2019.10423 Copy text · Copy BibTeX

ConferenceGustavo Nishihara, Tiago Fernandes Tavares, "Development and evaluation of an augmented saxophone using a cyclic engineering methodology". XXVIII Encontro da SOBRAC. 10.17648/sobrac-87134 Copy text · Copy BibTeX

ConferenceNathalia Batista, Lee Luan Ling, Tiago Fernandes Tavares, Plínio Almeida Barbosa, "Detecção automática de sotaques regionais brasileiros: a importância da validação cross-datasets". Simpósio Brasileiro de Telecomunicações e Processamento Digital de Sinais - SBrT Copy text · Copy BibTeX

ConferenceMitsunori Ogihara, Daniel Galarraga, Gang Ren, Tiago Fernandes Tavares, "The semantic shapes of popular music lyrics: graph-based representation, analysis, and interpretation of popular music lyrics in semantic natural language embedding space". IEEE International Conference on Machine Learning and Applications. 10.1109/ICMLA.2018.00203 Copy text · Copy BibTeX

JournalRaul Paiva Oliveira, Tiago Fernandes Tavares, "Impact of Algorithmic Composition on Player Immersion in Computer Games: A Case Study Using Markov Chains". Música Hodie. 10.5216/mh.v18i1.53571 Copy text · Copy BibTeX

ConferenceRaul Paiva De Oliveira, Tiago Fernandes Tavares, "Impact of algorithmic composition on player immersion in computer games: a case study using Markov chains". 16th Brazilian Symposium on Computer Music Copy text · Copy BibTeX

ConferenceFelipe Souza Tanios, Tiago Fernandes Tavares, "Impact of Genre in the Prediction of Perceived Emotions in Music". 16th Brazilian Symposium on Computer Music Copy text · Copy BibTeX

ConferenceErivan Duarte, Tiago Fernandes Tavares, "A tool for the musical education of deaf people". 16th Brazilian Symposium on Computer Music Copy text · Copy BibTeX

ConferenceFernanda De Souza Ferreira, Tiago Fernandes Tavares, "Increasing isolated word recognition performance by training models with reverberant audio". XXXV Brazilian Communications and Signal Processing Symposium Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Juliano Foleiss, "Automatic music genre classification in small and ethnic datasets". 13th International Symposium on Computer Music Multidisciplinary Research Copy text · Copy BibTeX

ConferenceErivan Duarte, Tiago Fernandes Tavares, "Perspectivas para educação musical dos Surdos". X Encontro de Educação Musical da Unicamp Copy text · Copy BibTeX

ConferenceDimas Tadeu De Oliveira Junior, Tiago Fernandes Tavares, "Classificação Automática de Gêneros de Músicas Brasileiras usando Letras e Acordes". Encontro nacional de inteligência artificial e computacional Copy text · Copy BibTeX

JournalLeandro Collares, Tiago Fernandes Tavares, Amy Gooch, George Tzanetakis, "Personalizing self-organizing music spaces with anchors: design and evaluation". Multimedia Tools and Applications. 10.1007/s11042-017-4465-8 Copy text · Copy BibTeX

ConferenceRaul Paiva De Oliveira, Denise Calsavara Paiva De Oliveira, Tiago Fernandes Tavares, "Measurement Methods for Phenomena Associated with Immersion, Engagement, Flow, and Presence in Digital Games". Simpósio Brasileiro de Jogos Digitais Copy text · Copy BibTeX

ConferenceBruno Sanches Masiero, Tiago Fernandes Tavares, "Active Learning in the 'Analysis and Synthesis of Musical Signals' Course". International Congress on Acoustics Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, "Jupyter em sala de aula: impactos em um curso de inteligência computacional". Congresso Brasileiro de Educação em Engenharia Copy text · Copy BibTeX

JournalTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Romis Attux, "Unsupervised note activity detection in NMF-based automatic transcription of piano music". Journal of New Music Research. 10.1080/09298215.2016.1177552 Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Gabriel Rimoldi, Vânia Eger Pontes, Jônatas Manzolli, "Cooperative musical creation using Kinect, WiiMote, Epoc and microphones: a case study with MinDSounDS". Sound and Music Computing. 10.5281/zenodo.851117 Copy text · Copy BibTeX

JournalTiago Fernandes Tavares, "An interactive audio-visual installation using ubiquitous hardware and web-based software deployment". PeerJ Computer Science. 10.7717/peerj-cs.5 Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Jônatas Manzolli, "Query-by-multiple-examples: Content-based search in computer-assisted sound-based musical composition". Sound and Music Computing. 10.5281/zenodo.850561 Copy text · Copy BibTeX

ConferenceElena Partesotti, Tiago Fernandes Tavares, "Color and emotion caused by auditory stimuli". Sound and Music Computing. 10.5281/zenodo.850721 Copy text · Copy BibTeX

ConferenceFelipe Zagatto Patterniani, Tiago Fernandes Tavares, Romis Ribeiro De Faissol Attux, "Sistema físico virtual acoplado a efeitos digitais para guitarra aumentada com acelerômetro". 12a. Conferência da AES-Brasil Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Romis Attux, Amauri Lopes, "Unsupervised training of detection threshold for polyphonic musical note tracking based on event periodicity". ICASSP 2013 - 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 10.1109/icassp.2013.6637601 Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Adriano Monteiro, Jônatas Manzolli, Jayme Garcia Arnal Barbedo, Romis Ribeiro De Faissol Attux, "Real-time event sequencing without a visual interface.". Sound and Music Computing (SMC 2013). 10.5281/zenodo.850357 Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Alan Godoy, "Sonification of population behavior in particle swarm optimization". Proceeding of the fifteenth annual conference companion. 10.1145/2464576.2464603 Copy text · Copy BibTeX

ConferenceLeandro Collares, Tiago Fernandes Tavares, Joseph Feliciano, Shelley Gao, George Tzanetakis, Amy Gooch, "SoundAnchoring: Content-based exploration of music collections using anchored self-organized maps". Sound and Music Computing (SMC 2013). 10.5281/zenodo.850401 Copy text · Copy BibTeX

ConferenceStéphan Schaub, Ivan Simurra, Tiago Fernandes Tavares, "Mixing Symbolic and Audio Data in Computer Assisted Music Analysis: A Case study from J. Harvey's Speakings (2008) for Orchestra and Live Electronics". Sound and Music Computing (SMC 2013) Copy text · Copy BibTeX

JournalTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Romis Ribeiro De Faissol Attux, Amauri Lopes, "Survey on automatic transcription of music". Journal of the Brazilian Computer Society. 10.1007/s13173-013-0118-6 Copy text · Copy BibTeX

ConferenceShawn Trail, Tiago Fernandes Tavares, Daniel Godlovich, George Tzanetakis, "Direct and surrogate sensing for the Gyil african xylophone". New Interfaces for Musical Expression Copy text · Copy BibTeX

ConferenceShawn Trail, Mike Dean, Tiago Fernandes Tavares, Gabrielle Odowichuck, Peter Driessen, Andrew Schloss, George Tzanetakis, "Non-invasive sensing and gesture control for pitched percussion hyper-instruments using the Kinect". New Interfaces for Musical Expression Copy text · Copy BibTeX

ConferenceDaniel Godlovich, Tiago Fernandes Tavares, Shawn Trail, George Tzanetakis, "Physical Modeling and Hybrid Synthesis for the Gyil African Xylophone". Sound and Music Computing. 10.5281/zenodo.850132 Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Gabrielle Odowichuck, Sonmaz Zehtabi, George Tzanetakis, "Audio-visual vibraphone transcription in real time". IEEE International Workshop on Multimedia Signal Processing (MMSP) Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Amauri Lopes, "Improving a Multiple Pitch Estimation Method With AR Models". AES 42nd International Conference Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Amauri Lopes, "Performance Evaluation of Fundamental Frequency Estimation Algorithm". International Workshop on Telecommunications Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Amauri Lopes, "Towards the Evaluation of Automatic Transcription of Music". VI Congresso de Engenharia de Àudio Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Amauri Lopes, "Composição e Aplicação de Base de Dados para Avaliação de Algoritmos de Extração de Freqüência Fundamental". XVI Congresso Interno de Iniciação Científica Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Amauri Lopes, "Transcrição Automática de Sinais de Áudio Monofônico Baseada em Quadros de Tamanho Variável". V Congresso de Engenharia de Audio Copy text · Copy BibTeX

ConferenceTiago Fernandes Tavares, Jayme Garcia Arnal Barbedo, Amauri Lopes, "Transcrição Automática de Sinais de Áudio". XV Congresso Interno de Iniciação Científica Copy text · Copy BibTeX