Publications

The publication list showcases the scholarly work of Neurotech Lab team members (in bold), while in academia or other companies and in collaboration with external co-authors.

Ilya Kuzovkin, Juan R. Vidal, Marcela Perrone-Bertolotti, Philippe Kahane, Sylvain Rheims, Jaan Aru, Jean-Philippe Lachaux, Raul Vicente

with University of Tartu, Natural and Artificial Intelligence Lab

Identifying task-relevant spectral signatures of perceptual categorization in the human cortex

Nature Scientific Reports, 2020
[ nature.com ]

Ilya Kuzovkin

with University of Tartu, Natural and Artificial Intelligence Lab

Understanding Information Processing in Human Brain by Interpreting Machine Learning Models

PhD, University of Tartu, 2020
[ arxiv.org ]

Stephane P. Doyen, Ilya Kuzovkin, Peter W. Rudder, Michael E. Sughrue

with Omniscient Neurotechnology

Brain Data Anomaly Detection Using Tensor Processing

WO US patent (pending), assignee: Omniscient Neurotechnology Pty Limited, 2022

Ilya Kuzovkin, Konstantin Tretyakov, Andero Uusberg, Raul Vicente

with University of Tartu, Natural and Artificial Intelligence Lab

Mental state space visualization for interactive modeling of personalized BCI control strategies

Journal of Neural Engineering, 2020
[ JNE ]

Himanshu Sahni, Toby Buckley, Pieter Abbeel, Ilya Kuzovkin

with OffWorld, Inc

Addressing sample complexity in visual tasks using HER and hallucinatory GANs

Advances in Neural Information Processing Systems, 2019
[ NeurIPS ]

Ilya Kuzovkin, Raul Vicente, Mathilde Petton, Jean-Philippe Lachaux, Monica Baciu, Philippe Kahane, Sylvain Rheims, Juan R. Vidal, Jaan Aru

with University of Tartu, Natural and Artificial Intelligence Lab

Activations of deep convolutional neural networks are aligned with gamma band activity of human visual cortex

Nature Communications Biology, 2018
[ nature.com ]

Anti Ingel, Ilya Kuzovkin, Raul Vicente

with University of Tartu, Natural and Artificial Intelligence Lab

Direct information transfer rate optimisation for SSVEP-based BCI

Journal of Neural Engineering, 2018
[ JNE ]

Anna Leontjeva, Ilya Kuzovkin

Combining static and dynamic features for multivariate sequence classification

IEEE International Conference on Data Science and Advanced Analytics, 2016
[ IEEE ]