Brain-computer interfaces
Devices that translate brain signals into control of computers or limbs.
Papers per year
Each bar is 12 months; the last one ends 17 Oct 2026. New trials in the same years: 18, 14, 26, 36, 48.
All papers from the last 12 months
1,356 papers (18 Oct 2025 – 17 Oct 2026), newest first. Loading the full list…
- A neural network with multi-type attention for enhancing motor imagery EEG decodingBehav Brain Res2027 Jan 5PMID 42764074
- UMind: A unified multitask network for zero-shot M/EEG visual decodingNeural Netw2027 JanPMID 42431083
- Enhancing Motor Imagery Decoding for Stroke Patients Using Data Augmentation and Transfer LearningInt J Neural Syst2026 Dec 30PMID 42610205
- Tsmd-net: two-stage multi-domain distillation network for cross-subject MI-EEG domain generalizationCogn Neurodyn2026 DecPMID 42824656
- A spatial-channel reconstruction guided frequency-time-space deep neural framework for SSVEP-based brain-computer interface EEG decodingCogn Neurodyn2026 DecPMID 42824274
- A stereoencephalography study of internal speechCogn Neurodyn2026 DecPMID 42787344
- A novel motor imagery brain-computer interface classification framework based on augmented covariance matrix: deep Riemannian geometry learning with self-attention mechanismCogn Neurodyn2026 DecPMID 42774502
- Comprehensive deep representation-based Wasserstein domain discriminator for cross-subject motor imagery EEG classificationArtif Intell Med2026 DecPMID 42763980
- Exploiting frontotemporal asymmetry in low-channel EEG emotion recognition via spectral fusion networkCogn Neurodyn2026 DecPMID 42763501
- Target-Session early stopping for cross-session EEG mental workload classification: a reusable deployment-oriented methodMethodsX2026 DecPMID 42732314
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How these numbers are counted
PubMed query, searched in titles and abstracts by publication date:
"brain-computer interface*"[tiab] OR "brain-machine interface*"[tiab]Trials: ClinicalTrials.gov studies first submitted in each 12-month window that match the same terms. A query can miss synonyms or catch unrelated papers, so treat counts as approximate.