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neuroai
neuroai
  • NeuralSet
    • Installation
    • Tutorials
      • Events
      • Studies
      • Transforms
      • Extractors
      • Segmenter & Dataset
      • Chains
    • Caching & Cluster Execution
    • Encoding & Decoding
    • API
      • neuralset.base.BaseModel
      • neuralset.base.Step
      • neuralset.base.Chain
      • neuralset.base.Frequency
      • neuralset.base.TimedArray
      • neuralset.events.study.Study
      • neuralset.events.study.SpecialLoader
      • neuralset.events.study.StudyInfo
      • neuralset.events.etypes.Action
      • neuralset.events.etypes.Artifact
      • neuralset.events.etypes.Audio
      • neuralset.events.etypes.Background
      • neuralset.events.etypes.BaseDataEvent
      • neuralset.events.etypes.BaseSplittableEvent
      • neuralset.events.etypes.BaseText
      • neuralset.events.etypes.CategoricalEvent
      • neuralset.events.etypes.Eeg
      • neuralset.events.etypes.Emg
      • neuralset.events.etypes.Event
      • neuralset.events.etypes.EyeState
      • neuralset.events.etypes.Fmri
      • neuralset.events.etypes.Fnirs
      • neuralset.events.etypes.Ieeg
      • neuralset.events.etypes.Image
      • neuralset.events.etypes.Keystroke
      • neuralset.events.etypes.Meg
      • neuralset.events.etypes.MneRaw
      • neuralset.events.etypes.Phoneme
      • neuralset.events.etypes.Seizure
      • neuralset.events.etypes.Sentence
      • neuralset.events.etypes.SleepStage
      • neuralset.events.etypes.Spikes
      • neuralset.events.etypes.Stimulus
      • neuralset.events.etypes.Text
      • neuralset.events.etypes.Video
      • neuralset.events.etypes.Word
      • neuralset.events.transforms.basic.AlignEvents
      • neuralset.events.transforms.basic.ConfigureEventLoader
      • neuralset.events.transforms.basic.CreateColumn
      • neuralset.events.transforms.basic.QueryEvents
      • neuralset.events.transforms.basic.RemoveMissing
      • neuralset.events.transforms.basic.SelectIdx
      • neuralset.events.transforms.text.EnsureTexts
      • neuralset.events.transforms.text.AddConcatenationContext
      • neuralset.events.transforms.text.AddContextToWords
      • neuralset.events.transforms.text.AddPartOfSpeech
      • neuralset.events.transforms.text.AddPhonemes
      • neuralset.events.transforms.text.AddSentenceToWords
      • neuralset.events.transforms.text.AddSummary
      • neuralset.events.transforms.splitting.AssignKSplits
      • neuralset.events.transforms.splitting.AssignSentenceSplit
      • neuralset.events.transforms.splitting.AssignWordSplitAndContext
      • neuralset.events.transforms.splitting.SklearnSplit
      • neuralset.events.transforms.audio.ExtractAudioFromVideo
      • neuralset.events.transforms.chunking.ChunkEvents
      • neuralset.extractors.base.BaseExtractor
      • neuralset.extractors.base.BaseStatic
      • neuralset.extractors.base.EventDetector
      • neuralset.extractors.base.EventField
      • neuralset.extractors.base.LabelEncoder
      • neuralset.extractors.base.Pulse
      • neuralset.extractors.neuro.ChannelPositions
      • neuralset.extractors.neuro.EegExtractor
      • neuralset.extractors.neuro.EmgExtractor
      • neuralset.extractors.neuro.FmriExtractor
      • neuralset.extractors.neuro.FnirsExtractor
      • neuralset.extractors.neuro.HrfConvolve
      • neuralset.extractors.neuro.IeegExtractor
      • neuralset.extractors.neuro.MegExtractor
      • neuralset.extractors.neuro.MneRaw
      • neuralset.extractors.neuro.SpikesExtractor
      • neuralset.extractors.audio.HuggingFaceAudio
      • neuralset.extractors.audio.MelSpectrum
      • neuralset.extractors.audio.SeamlessM4T
      • neuralset.extractors.audio.SonarAudio
      • neuralset.extractors.audio.SpeechEnvelope
      • neuralset.extractors.audio.Wav2Vec
      • neuralset.extractors.audio.Wav2VecBert
      • neuralset.extractors.audio.Whisper
      • neuralset.extractors.text.HuggingFaceText
      • neuralset.extractors.text.SentenceTransformer
      • neuralset.extractors.text.SonarEmbedding
      • neuralset.extractors.text.SpacyEmbedding
      • neuralset.extractors.text.TfidfEmbedding
      • neuralset.extractors.text.WordFrequency
      • neuralset.extractors.text.WordLength
      • neuralset.extractors.image.ColorHistogram
      • neuralset.extractors.image.HOG
      • neuralset.extractors.image.HuggingFaceImage
      • neuralset.extractors.image.LBP
      • neuralset.extractors.image.RFFT2D
      • neuralset.extractors.video.HuggingFaceVideo
      • neuralset.extractors.meta.AggregatedExtractor
      • neuralset.extractors.meta.CroppedExtractor
      • neuralset.extractors.meta.ExtractorPCA
      • neuralset.extractors.meta.HuggingFacePCA
      • neuralset.extractors.meta.TimeAggregatedExtractor
      • neuralset.extractors.meta.ToStatic
      • neuralset.segments.Segment
      • neuralset.dataloader.Segmenter
      • neuralset.dataloader.SegmentDataset
      • neuralset.dataloader.Batch
      • neuralset.events.transforms.utils.DeterministicSplitter
      • neuralset.events.transforms.utils.chunk_events
      • neuralset.events.transforms.splitting.SimilaritySplitter
    • Philosophy
    • Glossary
    • Contributing
  • NeuralFetch
    • Installation
    • Tutorials
      • Fetch Your First Study
      • Anatomy of a Study
      • Creating Your Own Study
    • Explore Brain Datasets
    • Sample Datasets
    • Contributing: New Studies
    • API
      • neuralfetch.download.BaseDownload
      • neuralfetch.download.Dandi
      • neuralfetch.download.Eegdash
      • neuralfetch.download.Datalad
      • neuralfetch.download.Donders
      • neuralfetch.download.Dryad
      • neuralfetch.download.Figshare
      • neuralfetch.download.Huggingface
      • neuralfetch.download.Openneuro
      • neuralfetch.download.Osf
      • neuralfetch.download.Physionet
      • neuralfetch.download.Synapse
      • neuralfetch.download.Zenodo
      • neuralfetch.utils.compute_study_info
      • neuralfetch.utils.update_source_info
      • neuralfetch.utils.root_study_folder
  • NeuralTrain
    • Installation
    • Tutorials
      • Data Pipeline
      • Model Configs
      • Metrics and Optimisation
      • Trainer and Experiments
    • Project Example
    • API
      • neuraltrain.models.base.BaseModelConfig
      • neuraltrain.losses.base.BaseLoss
      • neuraltrain.losses.base.BaseTorchLoss
      • neuraltrain.metrics.base.BaseMetric
      • neuraltrain.metrics.base.BaseTorchMetric
      • neuraltrain.optimizers.base.BaseOptimizer
      • neuraltrain.optimizers.base.LightningOptimizer
      • neuraltrain.optimizers.base.BaseTorchOptimizer
      • neuraltrain.optimizers.base.BaseLRScheduler
      • neuraltrain.optimizers.base.BaseTorchLRScheduler
      • neuraltrain.models.base.BaseBrainDecodeModel
      • neuraltrain.models.simpleconv.SimpleConv
      • neuraltrain.models.simpleconv.SimpleConvModel
      • neuraltrain.models.simpleconv.SimpleConvTimeAgg
      • neuraltrain.models.simpleconv.SimpleConvTimeAggModel
      • neuraltrain.models.simplerconv.SimplerConv
      • neuraltrain.models.simplerconv.SimplerConvModel
      • neuraltrain.models.transformer.TransformerEncoder
      • neuraltrain.models.conv_transformer.ConvTransformer
      • neuraltrain.models.conv_transformer.ConvTransformerModel
      • neuraltrain.models.conformer.Conformer
      • neuraltrain.models.linear.Linear
      • neuraltrain.models.linear.LinearModel
      • neuraltrain.models.dummy_predictor.DummyPredictor
      • neuraltrain.models.dummy_predictor.DummyPredictorModel
      • neuraltrain.models.fmri_mlp.FmriMlp
      • neuraltrain.models.fmri_mlp.FmriMlpModel
      • neuraltrain.models.fmri_mlp.FmriLinear
      • neuraltrain.models.fmri_mlp.FmriLinearModel
      • neuraltrain.models.reve.NtReve
      • neuraltrain.models.luna.NtLuna
      • neuraltrain.models.labram.NtLabram
      • neuraltrain.models.freqbandnet.FreqBandNet
      • neuraltrain.models.freqbandnet.FreqBandNetModel
      • neuraltrain.models.green.Green
      • neuraltrain.models.diffusion_prior.DiffusionPrior
      • neuraltrain.models.preprocessor.OnTheFlyPreprocessor
      • neuraltrain.models.preprocessor.OnTheFlyPreprocessorModel
      • neuraltrain.models.common.SubjectLayers
      • neuraltrain.models.common.FourierEmb
      • neuraltrain.models.common.ChannelMerger
      • neuraltrain.models.common.Mlp
      • neuraltrain.models.common.TemporalDownsampling
      • neuraltrain.models.common.LayerScale
      • neuraltrain.models.common.NormDenormScaler
      • neuraltrain.models.common.ChannelDropout
      • neuraltrain.models.common.BahdanauAttention
      • neuraltrain.losses.losses.MultiLoss
      • neuraltrain.losses.losses.ClipLoss
      • neuraltrain.losses.losses.SigLipLoss
      • neuraltrain.metrics.metrics.OnlinePearsonCorr
      • neuraltrain.metrics.metrics.Rank
      • neuraltrain.metrics.metrics.TopkAcc
      • neuraltrain.metrics.metrics.TopkAccFromScores
      • neuraltrain.metrics.metrics.ImageSimilarity
      • neuraltrain.metrics.metrics.GroupedMetric
      • neuraltrain.augmentations.augmentations.TrivialBrainAugment
      • neuraltrain.augmentations.augmentations.TrivialBrainAugmentConfig
      • neuraltrain.augmentations.augmentations.BandstopFilterFFT
      • neuraltrain.augmentations.augmentations.BandstopFilterFFTConfig
      • neuraltrain.augmentations.augmentations.ChannelsDropoutConfig
      • neuraltrain.augmentations.augmentations.FrequencyShiftConfig
      • neuraltrain.augmentations.augmentations.GaussianNoiseConfig
      • neuraltrain.augmentations.augmentations.SmoothTimeMaskConfig
      • neuraltrain.utils.run_grid
      • neuraltrain.utils.CsvLoggerConfig
      • neuraltrain.utils.WandbLoggerConfig
      • neuraltrain.utils.WandbInfra
      • neuraltrain.utils.BaseExperiment
      • neuraltrain.utils.StandardScaler
      • neuraltrain.utils.TimedIterator
      • neuraltrain.utils.convert_to_pydantic
  • NeuralBench
    • Installation
    • Quickstart
      • Running Your First Benchmark Task
      • Using the Python API
    • Visualizing Results
      • Visualizing Benchmark Results
    • Adding a New Task
      • Adding a New Downstream Task
    • Adding a New Model
      • Adding a New Model
    • Advanced
      • Modifying the Training Loop
    • EEG Foundation Challenge 2025 @NeurIPS
      • Reproducing tasks from the EEG Foundation Challenge 2025
    • Running the full EEG benchmark
    • API Reference
      • neuralbench.main.Data
      • neuralbench.main.Experiment
      • neuralbench.main.BenchmarkAggregator
      • neuralbench.pl_module.BrainModule
      • neuralbench.cli.run_benchmark
      • neuralbench.cli.run_benchmark_cli
      • neuralbench.transforms.TextPreprocessor
      • neuralbench.transforms.SklearnSplit
      • neuralbench.transforms.SimilaritySplit
      • neuralbench.transforms.PredefinedSplit
      • neuralbench.transforms.CropSleepRecordings
      • neuralbench.transforms.CropTimelines
      • neuralbench.transforms.AddDefaultEvents
      • neuralbench.transforms.OffsetEvents
      • neuralbench.callbacks.TestFullRetrievalMetrics
      • neuralbench.callbacks.RecordingLevelEval
      • neuralbench.callbacks.PlotConfusionMatrix
      • neuralbench.callbacks.PlotRegressionVectors
      • neuralbench.callbacks.plot_confusion_matrix
      • neuralbench.utils.TrainerConfig
      • neuralbench.utils.load_checkpoint
      • neuralbench.utils.compute_class_weights_from_dataset
      • neuralbench.utils.make_weighted_sampler
      • neuralbench.modules.DownstreamWrapper
      • neuralbench.modules.DownstreamWrapperModel
      • neuralbench.config_manager.setup_config
      • neuralbench.config_manager.load_config
      • neuralbench.config_manager.get_config
    • Downstream tasks
      • Age regression
      • Artifact classification
      • Audiovisual stimulus classification (MNE sample dataset)
      • Clinical event detection
      • Code-modulated visually evoked potential (c-VEP) classification
      • Alzheimer’s disease and dementia classification
      • Depression diagnosis classification
      • Emotion classification
      • Error related-negativity (ERN) classification
      • Image decoding
      • Lateralized readiness potential (LRP) classification
      • Mental arithmetic detection
      • Mental imagery classification
      • Mental Workload Classification
      • Mismatch negativity (MMN) classification
      • Motor execution classification
      • Motor imagery classification
      • N170 face perception classification
      • N2pc attention classification
      • N400 semantic processing classification
      • P3 classification
      • Parkinson’s disease diagnosis classification
      • Pathology detection
      • Psychopathology prediction
      • Reaction time prediction
      • Schizophrenia diagnosis classification
      • Seizure detection
      • Sentence decoding
      • Sex regression
      • Sleep arousal detection
      • Sleep stage classification
      • Speech decoding
      • Steady-state visually evoked potential (SSVEP) classification
      • Typing decoding
      • Video decoding
      • Word decoding
      • Image decoding
      • Typing decoding
      • Image decoding
    • Models
      • BENDR
      • BIOT
      • CBraMod
      • LaBraM
      • LUNA
      • REVE
  • Exca
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EEG Foundation Challenge 2025 @NeurIPS¶

Reproduce competition tasks using NeuralBench.

Note

📥 You can download these tutorials with the buttons at the bottom of each page.

Reproducing tasks from the EEG Foundation Challenge 2025

Reproducing tasks from the EEG Foundation Challenge 2025

Download all examples in Python source code: eeg_challenge_python.zip

Download all examples in Jupyter notebooks: eeg_challenge_jupyter.zip

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Reproducing tasks from the EEG Foundation Challenge 2025
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