Leaderboards/EEG and Brain-Computer Interfaces

EEG and Brain-Computer Interfaces

Last updated July 15, 2026

Rising Stars

Fresh ink, massive impact

Researchers

1
Inga Korolczuk
Medical University of Lublin
2
Hamdi Altaheri
University of Waterloo
3
Jerry Tang
The University of Texas at Austin
4
Brian Hsueh
Massachusetts General Hospital
5
Mingkan Shen
Mater Health Services
6
Matthew F. Panichello
Stanford University
7
Dominik Klepl
Czech Academy of Sciences
8
Deyu Bo
Beijing University of Posts and Telecommunications
9
Ro’ee Gilron
University of California System
10
Athar A. Ein Shoka
Menoufia University

Papers

1
Publication in IEEE Transactions on Neural Systems and Rehabilitation Engineering (2024) [96 citations, W4390969131]
IEEE Transactions on Neural Systems and Rehabilitation Engineering|2024
96 cit.
2
A real-time epilepsy seizure detection approach based on EEG using short-time Fourier transform and Google-Net convolutional neural network
Heliyon|2024
39 cit.
3
Intermittent rate coding and cue-specific ensembles support working memory
Nature|2024
34 cit.
4
Semantic language decoding across participants and stimulus modalities
Current Biology|2025
10 cit.
5
Temporal convolutional transformer for EEG based motor imagery decoding
Scientific Reports|2025
9 cit.
6
Publication in PLoS ONE (2025) [3 citations, W4408281725]
PLoS ONE|2025
3 cit.
7
Muti-band Morlet mutual information functional connectivity for classifying Alzheimer's disease and frontotemporal dementia with a deep learning technique
Computers in Biology and Medicine|2025
2 cit.
8
Publication in Journal of Experimental Child Psychology (2025) [1 citation, W4408601569]
Journal of Experimental Child Psychology|2025
1 cit.
9
Publication in International Journal of Psychophysiology (2025) [W4412425878]
International Journal of Psychophysiology|2025
0 cit.
10
Publication in bioRxiv (Cold Spring Harbor Laboratory) (2026) [W7127417174]
bioRxiv (Cold Spring Harbor Laboratory)|2026
0 cit.

Emerging Leaders

Drafting the new consensus

Researchers

1
Muhammad Adam
Universitas Saburai
2
Mark M. Churchland
Columbia University
3
Yu Sun
China-Japan Friendship Hospital
4
Erik Scheme
University of New Brunswick
5
Emily J. Gilmore
Yale University
6
Catherine A Forneris
University of North Carolina at Chapel Hill
7
Andres Fernandez
Thomas Jefferson University
8
Tzu-Chun Liao
National Tsing Hua University
9
Özal Yıldırım
Fırat University
10
Nico U.F. Dosenbach
Multidisciplinary Association for Psychedelic Studies

Papers

1
Reproducible brain-wide association studies require thousands of individuals
Nature|2022
2k cit.
2
A somato-cognitive action network alternates with effector regions in motor cortex
Nature|2023
587 cit.
3
Psilocybin desynchronizes the human brain
Nature|2024
237 cit.
4
Flexible neural control of motor units
Nature Neuroscience|2022
102 cit.
5
Motor cortex activity across movement speeds is predicted by network-level strategies for generating muscle activity
eLife|2022
88 cit.
6
The centrality of population-level factors to network computation is demonstrated by a versatile approach for training spiking networks
Neuron|2023
60 cit.
7
Precision Neuroimaging for Localization-Related Psychiatry
JAMA Psychiatry|2023
56 cit.
8
Association of C-reactive protein-triglyceride glucose index with the incidence and mortality of cardiovascular disease: a retrospective cohort study
Cardiovascular Diabetology|2025
50 cit.
9
LibEMG: An Open Source Library to Facilitate the Exploration of Myoelectric Control
IEEE Access|2023
39 cit.
10
Myoelectric Control With Fixed Convolution-Based Time-Domain Feature Extraction: Exploring the Spatio–Temporal Interaction
IEEE Transactions on Human-Machine Systems|2022
34 cit.

Current Senior Leaders

Wrote the book, still writing it

Researchers

1
Scott Makeig
University of California San Diego
2
Marcus E. Raichle
Washington University in St. Louis
3
Terrence J. Sejnowski
Salk Institute for Biological Studies
4
U. Rajendra Acharya
University of Southern Queensland
5
Krishna V. Shenoy
Howard Hughes Medical Institute
6
Jan‐Mathijs Schoffelen
Radboud University Nijmegen
7
Jonathan R. Wolpaw
Adaptive Biotechnologies (United States)
8
Niels Birbaumer
University of Trento
9
John P. Donoghue
Allen Institute for Brain Science
10
Robert Oostenveld
Radboud University Nijmegen

Papers

1
EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis
Journal of Neuroscience Methods|2004
25k cit.
2
A default mode of brain function
Proceedings of the National Academy of Sciences|2001
12.4k cit.
3
FieldTrip: Open Source Software for Advanced Analysis of MEG, EEG, and Invasive Electrophysiological Data
Computational Intelligence and Neuroscience|2010
11.3k cit.
4
Nonparametric statistical testing of EEG- and MEG-data
Journal of Neuroscience Methods|2007
9.2k cit.
5
An Information-Maximization Approach to Blind Separation and Blind Deconvolution
Neural Computation|1995
9.2k cit.
6
The human brain is intrinsically organized into dynamic, anticorrelated functional networks
Proceedings of the National Academy of Sciences|2005
8.8k cit.
7
Science
Science|2023
5.9k cit.
8
Neuronal ensemble control of prosthetic devices by a human with tetraplegia
Nature|2006
3.3k cit.
9
A Learning Algorithm for Boltzmann Machines*
Cognitive Science|1985
3.3k cit.
10
Removing electroencephalographic artifacts by blind source separation
Psychophysiology|2000
3.2k cit.

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