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Papers Benchmarks Datasets Tasks

EEGMMI dataset and benchmarks · SOTA2 Research

Research Datasets

EEGMMI

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Motor Imagery Decoding

EEGMMI (Leave-One-Subject-Out)

72.3Accuracy

6

Unauthorized Target Routing

EEGMMI (provided split)

49.9Clean Coverage

5

Motor Imagery Decoding

EEGMMI (pooled-subject K-fold cross-validation)

76.1Accuracy

5

Non-oracle Confirmation Proxy Audit

EEGMMI Exp9 (independent confirmation windows)

9.1C3 Residual

2

C3 Robustness Audit (Defense Stress)

EEGMMI Stress (matched clean-burden C3 cases)

59White-Box Score

1

C3 Robustness Audit (Preprocessing Stress)

EEGMMI native source-not-target Exp10

88.3Smooth9 Score

1

C3 Agreement Risk Audit

EEGMMI native (source-window)

100Agreement (Provenance Route)

1

C2 Route Safety Audit

EEGMMI native-command (untrusted)

0Provenance Route

1

Transcript/Live-router Bridge Coverage Audit

EEGMMI Public transcript live-router bridge (seed-level decoded-label)

—Primary metric

0

Popular tasks

Motor Imagery decoding C2 Route Safety Audit C3 Agreement Risk Audit Non-oracle Confirmation Proxy Audit C3 Robustness Audit (Preprocessing Stress)

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