|
|
--- |
|
|
|
|
|
tags: |
|
|
- eeg |
|
|
- neuroscience |
|
|
- foundation-model |
|
|
- pytorch |
|
|
license: other |
|
|
extra_gated_prompt: >- |
|
|
## EEG FOUNDATION MODEL RESPONSIBLE USE AGREEMENT |
|
|
|
|
|
This model is available for general use (research, commercial, and personal), provided strictly that you adhere to the following privacy and safety standards. By requesting access, you agree to be bound by the following ethical principles and the regulatory guidance outlined in **EDPB Opinion 28/2024**. |
|
|
|
|
|
1. **No Privacy Intrusion or Reconstruction** |
|
|
You acknowledge that AI models trained on personal data may not be fully anonymous and can be vulnerable to attacks. You expressly agree **NOT** to: |
|
|
- Attempt to extract, infer, or reconstruct subject-level EEG data or personal information from the model weights or outputs. |
|
|
- Perform "Model Inversion" or "Membership Inference" attacks to extract statistical data related to specific individuals. |
|
|
- Attempt to re-identify individuals from the model's embeddings. |
|
|
|
|
|
2. **No Harm, Surveillance, or Discrimination** |
|
|
In line with protecting fundamental rights, you will not use this model for: |
|
|
- **Biometric Identification:** Continuous monitoring, behavioral profiling, or identification of natural persons. |
|
|
- **Discrimination:** Any purpose that leads to unfair treatment of individuals or groups, or exploits vulnerabilities (e.g., age, disability). |
|
|
- **Manipulation:** Coercing or exploiting users, particularly vulnerable populations, or infringing on human autonomy. |
|
|
|
|
|
3. **Fair Use, Security, and Data Minimisation** |
|
|
If you deploy this model, you accept accountability for the processing. You must: |
|
|
- **Minimize Data:** Ensure any additional data used with the model is limited, pseudonymised where possible, and securely handled. |
|
|
- **Be Transparent:** Any research or deployment must clearly state the purpose, limitations, and safeguards implemented to protect rights. |
|
|
- **Secure the Deployment:** Implement measures to prevent unauthorized access or adversarial attacks on the model. |
|
|
|
|
|
4. **Redistribution and Access Revocation** |
|
|
- **No Redistribution:** You will not share, host, or distribute the model weights or derivatives to users without permission; they must access the model via this repository to agree to these terms. |
|
|
- **Dataset Withdrawal:** If any underlying dataset becomes closed or restricted, access to this model may be revoked or replaced by a retrained version. |
|
|
|
|
|
extra_gated_fields: |
|
|
Full Name: text |
|
|
Organization / Entity: text |
|
|
I want to use this model for: |
|
|
type: select |
|
|
options: |
|
|
- Research |
|
|
- Education |
|
|
- label: Other |
|
|
value: other |
|
|
geo: ip_location |
|
|
I agree to the non-identification, no-harm, and privacy terms above: checkbox |
|
|
I acknowledge that access may be revoked if underlying datasets are restricted: checkbox |
|
|
extra_gated_description: >- |
|
|
Access is open to verified users who agree to strict privacy, no-harm, and |
|
|
non-identification policies compliant with EDPB guidelines. |
|
|
extra_gated_button_content: Accept Terms & Request Access |
|
|
--- |
|
|
|
|
|
|
|
|
# Model Card for Model ID |
|
|
|
|
|
<!-- Provide a quick summary of what the model is/does. --> |
|
|
|
|
|
|
|
|
|
|
|
## Model Details |
|
|
|
|
|
### Model Description |
|
|
|
|
|
<!-- Provide a longer summary of what this model is. --> |
|
|
|
|
|
This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. |
|
|
|
|
|
- **Developed by:** [More Information Needed] |
|
|
- **Funded by [optional]:** [More Information Needed] |
|
|
- **Shared by [optional]:** [More Information Needed] |
|
|
- **Model type:** [More Information Needed] |
|
|
- **Language(s) (NLP):** [More Information Needed] |
|
|
- **License:** [More Information Needed] |
|
|
- **Finetuned from model [optional]:** [More Information Needed] |
|
|
|
|
|
### Model Sources [optional] |
|
|
|
|
|
<!-- Provide the basic links for the model. --> |
|
|
|
|
|
- **Repository:** [More Information Needed] |
|
|
- **Paper [optional]:** [More Information Needed] |
|
|
- **Demo [optional]:** [More Information Needed] |
|
|
|
|
|
## Uses |
|
|
|
|
|
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
|
|
|
|
|
### Direct Use |
|
|
|
|
|
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
### Downstream Use [optional] |
|
|
|
|
|
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
### Out-of-Scope Use |
|
|
|
|
|
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## Bias, Risks, and Limitations |
|
|
|
|
|
<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
### Recommendations |
|
|
|
|
|
<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
|
|
|
|
|
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. |
|
|
|
|
|
## How to Get Started with the Model |
|
|
|
|
|
Use the code below to get started with the model. |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## Training Details |
|
|
|
|
|
### Training Data |
|
|
|
|
|
<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
### Training Procedure |
|
|
|
|
|
<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
|
|
|
|
|
#### Preprocessing [optional] |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
|
|
|
#### Training Hyperparameters |
|
|
|
|
|
- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision --> |
|
|
|
|
|
#### Speeds, Sizes, Times [optional] |
|
|
|
|
|
<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## Evaluation |
|
|
|
|
|
<!-- This section describes the evaluation protocols and provides the results. --> |
|
|
|
|
|
### Testing Data, Factors & Metrics |
|
|
|
|
|
#### Testing Data |
|
|
|
|
|
<!-- This should link to a Dataset Card if possible. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
#### Factors |
|
|
|
|
|
<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
#### Metrics |
|
|
|
|
|
<!-- These are the evaluation metrics being used, ideally with a description of why. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
### Results |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
#### Summary |
|
|
|
|
|
|
|
|
|
|
|
## Model Examination [optional] |
|
|
|
|
|
<!-- Relevant interpretability work for the model goes here --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## Environmental Impact |
|
|
|
|
|
<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> |
|
|
|
|
|
Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). |
|
|
|
|
|
- **Hardware Type:** [More Information Needed] |
|
|
- **Hours used:** [More Information Needed] |
|
|
- **Cloud Provider:** [More Information Needed] |
|
|
- **Compute Region:** [More Information Needed] |
|
|
- **Carbon Emitted:** [More Information Needed] |
|
|
|
|
|
## Technical Specifications [optional] |
|
|
|
|
|
### Model Architecture and Objective |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
### Compute Infrastructure |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
#### Hardware |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
#### Software |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## Citation [optional] |
|
|
|
|
|
<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
|
|
|
|
|
**BibTeX:** |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
**APA:** |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## Glossary [optional] |
|
|
|
|
|
<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## More Information [optional] |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## Model Card Authors [optional] |
|
|
|
|
|
[More Information Needed] |
|
|
|
|
|
## Model Card Contact |
|
|
|
|
|
[More Information Needed] |
