# Source attribution and data terms

Each task retains its original source terms. The storage migration does not relicense source or derived data.
The root LICENSE is not a blanket license for the task data.
Each task card links to a versioned scientific guide with its source, split, and preparation details.

## BCI Competition IV — Dataset 4

The public package contains 14 prepared Train/Valid files for three participants.
It excludes the original evaluation interval and the later-published evaluation labels.
BrainPilotBench widens native integer inputs to int32 without loss and creates a guarded chronological split.

Read the [competition terms](https://www.bbci.de/competition/iv/) and [Dataset 4 description](https://www.bbci.de/competition/iv/desc_4.pdf).
The source requests recording-group attribution, citation of the paper, and notification of publications that analyze the data.
The description requests Schalk et al., “Decoding Two-Dimensional Movement Trajectories Using Electrocorticographic Signals in Humans,” Journal of Neural Engineering 4:264–275 (2007).
No CC or Apache data license, or separate rights-holder approval, is asserted here.

## FALCON and film source notices

### FALCON datasets

The DANDI records for H2, M1-A, M2, and B1 list `spdx:CC-BY-4.0`. The license requires attribution, a license link, and notice of changes. The source descriptions also provide FALCON split guidance for use outside that benchmark.

License: [Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/).

- **H2 — DANDI 000950, version 0.241029.1403.** Fan, Chaofei; Hahn, Nick; Kamdar, Foram; Avansino, Donald; Wilson, Guy; Hochberg, Leigh; Shenoy, Krishna V; Henderson, Jaime; Willett, Frank (2024), “FALCON Benchmark H2: Human Handwriting iBCI” [Data set], DANDI archive. [Source record](https://dandiarchive.org/dandiset/000950/0.241029.1403). The record includes FALCON split guidance. Its acknowledgements include participant T5 and caregivers, and B. Davis, K. Tsou, and S. Kosasih.
- **M1-A — DANDI 000941, version 0.241029.1405.** Rouse, Adam G; Schieber, Marc H (2024), “FALCON Benchmark M1-A: primary motor cortex recordings in primate during reach-to-grasp task” [Data set], DANDI archive. [Source record](https://dandiarchive.org/dandiset/000941/0.241029.1405).
- **M2 — DANDI 000953, draft.** Samuel R Nason-Tomaszewski; Matthew J. Mender; Cynthia Chestek (2024), “FALCON Benchmark M2: primary motor cortex recordings in primate during finger movement” [Data set], DANDI archive. [Source record](https://dandiarchive.org/dandiset/000953/draft).
- **B1 — DANDI 001046, draft.** Tostado-Marcos, Pablo; Arneodo, Ezequiel Matias; Gentner, Timothy Q.; Gilja, Vikash (2024), “FALCON Benchmark B1: zebra finch RA Neuropixels recordings during birdsong” [Data set], DANDI archive. [Source record](https://dandiarchive.org/dandiset/001046/draft).

Metadata API records checked on 2026-10-15: [000950 version 0.241029.1403](https://api.dandiarchive.org/api/dandisets/000950/versions/0.241029.1403/), [000941 version 0.241029.1405](https://api.dandiarchive.org/api/dandisets/000941/versions/0.241029.1405/), [000953 draft](https://api.dandiarchive.org/api/dandisets/000953/versions/draft/), and [001046 draft](https://api.dandiarchive.org/api/dandisets/001046/versions/draft/). License metadata is not a legal determination about this transformed package.

H1 is excluded. Its [DANDI record](https://dandiarchive.org/dandiset/000954/draft) lists CC BY 4.0 and Open Access, but its description prohibits redistribution under a Data Use Agreement.

### Berezutskaya film dataset

The pinned OpenNeuro `dataset_description.json` lists CC0, names the authors, requests citation of the paper, and gives the dataset DOI. Cite Julia Berezutskaya, Mariska J. Vansteensel, Erik J. Aarnoutse, Zachary V. Freudenburg, Giovanni Piantoni, Mariana P. Branco, and Nick F. Ramsey, “Open multimodal iEEG-fMRI dataset from naturalistic stimulation with a short audiovisual film,” *Scientific Data* (2022). [Paper](https://doi.org/10.1038/s41597-022-01173-0) · [Dataset version 1.0.7](https://doi.org/10.18112/openneuro.ds003688.v1.0.7).

The source metadata acknowledges Frans Leijten, Cyrille Ferrier, Geert-Jan Huiskamp, Sandra van der Salm, Tineke Gebbink, Peter Gosselaar, Peter van Rijen, the clinical neurophysiology staff and patients, the UMC Utrecht ECoG research team, and the Swedish Film Institute. The package excludes the copyrighted film. The [CC0 license](https://creativecommons.org/publicdomain/zero/1.0/) does not grant rights to the film.

### Change notice

The package contains selected, transformed Train and Valid data. BrainPilotBench reshapes or windows neural recordings, applies task-specific preprocessing, and assigns its own splits. The package omits raw source archives, Test files, the movie, and FALCON model weights.

## Earlier public tasks and provenance

The EEG, psychology, MRI, connectomics, and calcium-imaging task cards link to their versioned scientific guides.
Those guides retain task-specific source references and contracts. Original source terms continue to apply.
Existing data objects were copied byte-for-byte. Their per-task manifests record the prior immutable location.

- [First 101 tasks: original selection manifest](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/resolve/09240a63ce2ec96050313c59221291114ff8df6f/bpb-public-data-20261013-v1/selection-manifest.json)
- [Five invasive tasks: original selection manifest](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/resolve/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/bpb-public-data-20261015-invasive-v1/selection-manifest.json)
- [Five invasive tasks: original publication guide](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/bpb-public-data-20261015-invasive-v1/README.md)
- [Five invasive tasks: original attribution](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/bpb-public-data-20261015-invasive-v1/ATTRIBUTION.md)
- [bciciv-2a: original data guide](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/bciciv-2a/README.md)
- [sleep-edf: original data guide](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/sleep-edf/README.md)
- [tops-fmri: original data guide](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/tops-fmri/README.md)
- [neuro-rsc-place-cell: original data guide](https://huggingface.co/datasets/BrainPilot-Bench/Tasks-Data-Public/blob/a8a8adc87bab8d63253816dad0ae5c435e96a5f6/neuro-rsc-place-cell/README.md)

## Mouse behavior tasks

CalMS21 and MABe22 retain source-specific noncommercial Creative Commons licenses.
These are not Apache-licensed dataset bodies. Each task NOTICE records the original licenses, sources and changes.

- [calms21-classic-classification](tasks/animal-behavior/calms21-classic-classification/NOTICE.md)
- [calms21-annotation-style-transfer](tasks/animal-behavior/calms21-annotation-style-transfer/NOTICE.md)
- [calms21-few-shot-behavior](tasks/animal-behavior/calms21-few-shot-behavior/NOTICE.md)
- [mabe22-representation-classification](tasks/animal-behavior/mabe22-representation-classification/NOTICE.md)
- [mabe22-supervised-segmentation](tasks/animal-behavior/mabe22-supervised-segmentation/NOTICE.md)