Добро пожаловать на сайт группы нейрокогнитивных интерфейсов МЭГ-центра Московского государственного психолого-педагогического университета (МГППУ)!
Welcome to the Neurocognitive Intrefaces Group at Moscow MEG Center, Moscow State University of Psychology and Education!
We study human physiology and cognition in human-machine interaction, especially in interaction via brain-computer interfaces (BCIs) and in gaze-based interaction. We also develop advanced non-invasive BCIs, especially the highly integrated “eye-brain-computer interfaces” (EBCIs), as well as alternatives to motor imagery in BCI and new approaches to enhance gaze interaction.
Research areas
Current collaborators
- Artem M. Grachev
- Nikita P. Fedosov
- Alexander Y. Kaplan
- Bogdan L. Kozyrskiy
- Yuri O. Nuzhdin
- Alexei E. Ossadtchi
Equipment
- See Equipment page at the MEG Center web site.
Recent publications
- Berdyshev D.A., Grachev A.M., Shishkin S.L., Kozyrskiy B.L. (2023) Meta-optimization of initial weights for more effective few- and zero-shot learning in BCI classification. 2023 IEEE Ural-Siberian Conference on Computational Technologies in Cognitive Science, Genomics and Biomedicine (CSGB). Novosibirsk, Russian Federation, 28-30 September 2023. Pp. 263-267. https://doi.org/10.1109/CSGB60362.2023.10329624
- Yashin A.S. A challenge for bringing a BCI closer to motor control: the “interface uncanny valley” hypothesis. 2023 IEEE Ural-Siberian Conference on Computational Technologies in Cognitive Science, Genomics and Biomedicine (CSGB). Novosibirsk, Russian Federation, 28-30 September 2023. Pp. 242-247. https://doi.org/10.1109/CSGB60362.2023.10329830
- Shevtsova Y.G., Vasilyev A.N., Shishkin S.L. Machine learning for gaze-based selection: performance assessment without explicit labeling. In: M. Kurosu et al. HCI International 2023 – Late Breaking Papers. HCII 2023. Lecture Notes in Computer Science, vol. 14054, pp. 311–322. Springer, Cham, 25 November 2023. https://doi.org/10.1007/978-3-031-48038-6_19
- Chetkin E.I., Shishkin S.L., Kozyrskiy B.L. Bayesian opportunities for brain–computer interfaces: enhancement of the existing classification algorithms and out-of-domain detection. Algorithms, 16(9):429, 8 September 2023. https://doi.org/10.3390/a16090429 (Open Access)
- Yashin A.S., Shishkin S.L., Vasilyev A.N. (2023) Is there a continuum of agentive awareness across physical and mental actions? The case of quasi-movements. Consciousness and Cognition, 112:103531. https://doi.org/10.1016/j.concog.2023.103531 Preprint (PsyArXiv): https://doi.org/10.31234/osf.io/b6hw4 (Open Access)
- Vasilyev A.N., Yashin A.S., Shishkin S.L. (2023) Quasi-movements and “quasi-quasi-movements”: Does residual muscle activation matter? Life, 13(2):303. 23 pages. https://doi.org/10.3390/life13020303 (Open Access)
Current projects
- – Prioritet 2030 “Studies of quasi-movements as a basis for new BCI technologies”
- – RSF 24-75-00105 “Quasi-movements in brain-computer interfaces: effects of movement type and feedback”
- – RSF 22-19-00528 “Fluent human-machine interaction based on expectation and intention markers: neurophysiological and neuroengineering foundations”
Media
- Сергей Шишкин: Будущее нейроинтерфейсов, обнаружение намерений, коэволюция человечества и AI. В подкасте Марка Девельмана Den of Rich #758, 26.3.2023. YouTube, Apple podcast, Spotify, Google podcast. Таймкоды см. тут.
- В МГППУ изучили квазидвижения — необычный феномен с перспективами использования в интерфейсах мозг-компьютер. Naked Science, 3.3.2023.
- Лучше пытаться, чем воображать: предложен подход к управлению интерфейсами мозг-компьютер. Пресс-релиз РНФ, 2.3.2023.
- Перспективы нейроинтерфейсов. Сергей Шишкин в программе Марины Аствацатурян «Медицина в контексте» на Первом медицинском канале, 27.05.2022.
Available positions
Contacts
Sergei Shishkin | Сергей Львович Шишкин, shishkinsl@mgppu.ru
Наш телеграм-канал
Нейроинтерфейсы