| 2024 | EvoMUSART | Weighted Initialisation of Evolutionary Instrument and Pitch Detection in Polyphonic Music. | Justin Dettmer, Igor Vatolkin, Tobias Glasmachers |
| 2024 | EvoMUSART | Adaptation and Optimization of AugmentedNet for Roman Numeral Analysis Applied to Audio Signals. | Leonard Fricke, Mark Gotham, Fabian Ostermann, Igor Vatolkin |
| 2023 | EvoMUSART | Application of Neural Architecture Search to Instrument Recognition in Polyphonic Audio. | Leonard Fricke, Igor Vatolkin, Fabian Ostermann |
| 2023 | EvoMUSART | Musical Genre Recognition Based on Deep Descriptors of Harmony, Instrumentation, and Segments. | Igor Vatolkin, Mark Gotham, Nstor Npoles Lpez, Fabian Ostermann |
| 2022 | IJCCI | Suppression of Background Noise in Speech Signals with Artificial Neural Networks, Exemplarily Applied to Keyboard Sounds. | Leonard Fricke, Jurij Kuzmic, Igor Vatolkin |
| 2021 | GECCO | An evolutionary multi-objective feature selection approach for detecting music segment boundaries of specific types. | Igor Vatolkin, Fabian Ostermann, Meinard Mller |
| 2021 | SIGIR | Advancements in the Music Information Retrieval Framework AMUSE over the Last Decade. | Igor Vatolkin, Philipp Ginsel, Gnter Rudolph |
| 2020 | CEC | Analysis of Structural Complexity Features for Music Genre Recognition. | Philipp Ginsel, Igor Vatolkin, Gnter Rudolph |
| 2020 | CEC | Evolutionary Approximation of Instrumental Texture in Polyphonic Audio Recordings. | Igor Vatolkin |
| 2015 | EMO | Exploration of Two-Objective Scenarios on Supervised Evolutionary Feature Selection: A Survey and a Case Study (Application to Music Categorisation). | Igor Vatolkin |
| 2013 | EMO | Performance of Specific vs. Generic Feature Sets in Polyphonic Music Instrument Recognition. | Igor Vatolkin, Anil M. Nagathil, Wolfgang M. Theimer, Rainer Martin |
| 2013 | GI | Measuring the Performance of Evolutionary Multi-Objective Feature Selection for Prediction of Musical Genres and Styles. | Igor Vatolkin |
| 2011 | GECCO | Multi-objective feature selection in music genre and style recognition tasks. | Igor Vatolkin, Mike Preu, Gnter Rudolph |
| 2010 | PPSN | Selecting Small Audio Feature Sets in Music Classification by Means of Asymmetric Mutation. | Bernd Bischl, Igor Vatolkin, Mike Preuss |
| 2009 | CEC | Design and comparison of different evolution strategies for feature selection and consolidation in music classification. | Igor Vatolkin, Wolfgang M. Theimer, Gnter Rudolph |
| 2008 | PPSN | Optimization of Feature Processing Chain in Music Classification by Evolution Strategies. | Igor Vatolkin, Wolfgang M. Theimer |