Preprocessing1

• P1From EEG Cleaning to DecodingEUSIPCO 2026 · submitted

Data3

• Data resources and platforms
  • P23EEGDashScientific Data 2026 · submitted
  • P10Alljoined EEG-to-Image DatasetCVPR Workshop 2024
• Data generation
  • P12Synthetic Sleep EEG with Latent DiffusionNeurIPS DGM4H 2023

Data Alignment5

• Cross-session and cross-subject alignment
  • P33Subject-Specific Aligned EEG EncodersManuscript 2026 · submitted
  • P9Euclidean Alignment + AugmentationEUSIPCO 2024
  • P11Systematic Euclidean Alignment EvaluationJ. Neural Engineering 2024
  • P14Independent Vector Analysis for MIICASSP 2023
• Online adaptation
  • P5Continual Online EEG MI Fine-TuningEMBC 2025

Models13

• Decoding architectures
  • P7Geometric Neural Network on Phase SpaceJ. Neural Engineering 2025
  • P15CONCERTO Connectivity Graph NetworkJournée CORTICO 2023
  • P16Holographic EEG Multi-ViewJournée CORTICO 2023
  • P17Sleep-EnergyIEEE Access 2023
  • P25EEG Conformer for P300Preprint (HAL) 2024
  • P26Augmented SPDNet for Motor ImagerySoph.I.A Summit 2023
• Foundation and transfer models
  • P34Masking Geometry for EEG Foundation ModelsManuscript 2026 · submitted to nice conference :)
  • P24Channel Adaptation for EEG Foundation ModelsPreprint (arXiv) 2026 · under review
  • P2OpenEEG-BenchEUSIPCO 2026
  • P3EEG Foundation ChallengeNeurIPS 2025
  • P6General-Purpose Brain Foundation ModelsNeurIPS TSALM 2024
  • P13Cognitive Task Structure with Transfer LearningNeurIPS AI for Science 2023
  • P19Cognitive Task Structure (journal)In re-submission queue 2025 · under review

Benchmark and Evaluation2

• P8Best Model Depends on EvaluationCNS 2024
• P18Largest MOABB Reproducibility StudyPreprint 2025 · under review

Clinical1

• P4Interpretable MEG Differential DiagnosisHeliyon 2026

Software3

• P22SPD LearnJMLR OST 2026 · in preparation
• P20MOABBZenodo 2024
• P21BraindecodeZenodo 2023