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Merge pull request #12 from VectorInstitute/add_fl4health
Add fl4health, improve script
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‎docs/index.md‎

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<style>
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.catalog-stats {
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display: flex;
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justify-content: center;
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gap: 2rem;
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margin: 2rem 0;
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}
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.stat {
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text-align: center;
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background-color: rgba(72, 192, 217, 0.2);
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padding: 1rem 2rem;
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border-radius: 8px;
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box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
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min-width: 150px;
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}
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.stat-number {
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font-size: 2.5rem;
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font-weight: 600;
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margin-bottom: 0.5rem;
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}
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.stat-label {
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font-size: 1rem;
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font-weight: 500;
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}
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</style>
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<div class="catalog-stats">
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<div class="stat">
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<div class="stat-number">100+</div>
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<div class="stat-number">25</div>
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<div class="stat-label">Implementations</div>
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</div>
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<div class="stat">
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<div class="stat-number">7</div>
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<div class="stat-label">Years of Research</div>
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</div>
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</div>
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## Browse Implementations by Type
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## Browse Implementations by Type
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=== "applied-research"
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<div class="grid cards" markdown>
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<div class="card" markdown>
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<div class="header">
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<h3><a href="https://github.com/VectorInstitute/bias-mitigation-unlearning" title="Go to Repository">bias-mitigation-unlearning</a></h3>
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<span class="tag year-tag">2024</span>
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<span class="tag type-tag">applied-research</span>
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</div>
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<p>A repository for social bias mitigation in LLMs using machine unlearning</p>
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<div class="tag-container">
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<a href="https://aclanthology.org/2024.emnlp-industry.71/" class="tag" target="_blank">Negation via Task Vectors</a> <a href="https://aclanthology.org/2024.emnlp-industry.71/" class="tag" target="_blank">PCGU</a>
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</div>
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<div class="datasets">
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<strong>Datasets:</strong> <a href="https://github.com/nyu-mll/BBQ/tree/main/data" class="dataset-tag" target="_blank">BBQ</a> <a href="https://github.com/moinnadeem/StereoSet/tree/master/data" class="dataset-tag" target="_blank">Stereoset</a> <a href="https://github.com/VectorInstitute/bias-mitigation-unlearning/tree/main/reddit_bias/data" class="dataset-tag" target="_blank">RedditBias</a>
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</div>
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<div class="citation-links">
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<a href="#" class="bibtex-button" data-bibtex-id="dige2024can" title="View Citation">Cite</a>
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<a href="https://aclanthology.org/2024.emnlp-industry.71/" class="paper-link" title="View Paper" target="_blank">Paper</a>
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</div>
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</div>
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</div>
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=== "bootcamp"
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<div class="grid cards" markdown>
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<div class="card" markdown>
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<div class="header">
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<h3><a href="https://github.com/VectorInstitute/diffusion_model_bootcamp" title="Go to Repository">diffusion-models</a></h3>
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<h3><a href="https://github.com/VectorInstitute/diffusion_models" title="Go to Repository">diffusion-models</a></h3>
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<span class="tag year-tag">2024</span>
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<span class="tag type-tag">bootcamp</span>
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</div>
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<p>A repository with demos for various diffusion models for tabular and time series data</p>
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<div class="tag-container">
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<span class="tag" data-tippy="TabDDPM">TabDDPM</span>
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<span class="tag" data-tippy="TabSyn">TabSyn</span>
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<span class="tag" data-tippy="ClavaDDPM">ClavaDDPM</span>
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<span class="tag" data-tippy="CSDI">CSDI</span>
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<span class="tag" data-tippy="TSDiff">TSDiff</span>
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<span class="tag" data-tippy="TabDDPM">TabDDPM</span> <span class="tag" data-tippy="TabSyn">TabSyn</span> <a href="https://arxiv.org/abs/2405.17724" class="tag" target="_blank">ClavaDDPM</a> <span class="tag" data-tippy="CSDI">CSDI</span> <a href="https://arxiv.org/abs/2307.11494" class="tag" target="_blank">TSDiff</a>
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</div>
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<div class="datasets">
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<strong>Datasets:</strong> <span class="dataset-tag">Physionet Challenge 2012</span> <span class="dataset-tag">wiki2000</span>
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</div>
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=== "applied-research"
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=== "tool"
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<div class="grid cards" markdown>
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<div class="card" markdown>
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<div class="header">
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<h3><a href="https://github.com/VectorInstitute/bias-mitigation-unlearning" title="Go to Repository">bias-mitigation-unlearning</a></h3>
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<h3><a href="https://github.com/VectorInstitute/fl4health" title="Go to Repository">fl4health</a></h3>
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<span class="tag year-tag">2024</span>
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<span class="tag type-tag">applied-research</span>
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<span class="tag type-tag">tool</span>
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</div>
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<p>A repository for social bias mitigation in LLMs using machine unlearning</p>
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<p>A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings</p>
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<div class="tag-container">
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<span class="tag" data-tippy="Negation via Task Vectors">Negation via Task Vectors</span>
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<span class="tag" data-tippy="PCGU">PCGU</span>
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<a href="https://arxiv.org/abs/1602.05629" class="tag" target="_blank">FedAvg</a> <a href="https://arxiv.org/abs/2003.00295" class="tag" target="_blank">FedOpt</a> <a href="https://arxiv.org/abs/1812.06127" class="tag" target="_blank">FedProx</a> <a href="https://arxiv.org/abs/1910.06378" class="tag" target="_blank">SCAFFOLD</a> <a href="https://arxiv.org/abs/2103.16257" class="tag" target="_blank">MOON</a> <a href="https://arxiv.org/abs/2103.06030" class="tag" target="_blank">FedDG-GA</a> <a href="https://proceedings.mlr.press/v202/panchal23a/panchal23a.pdf" class="tag" target="_blank">FLASH</a> <a href="https://arxiv.org/pdf/2209.15328" class="tag" target="_blank">FedPM</a> <a href="https://arxiv.org/abs/2205.13692" class="tag" target="_blank">Personal FL</a> <a href="https://arxiv.org/abs/2102.07623" class="tag" target="_blank">FedBN</a> <a href="https://arxiv.org/abs/1912.00818" class="tag" target="_blank">FedPer</a> <a href="https://arxiv.org/abs/2303.05206" class="tag" target="_blank">FedRep</a> <a href="https://arxiv.org/abs/2012.04221" class="tag" target="_blank">Ditto</a> <a href="https://arxiv.org/abs/2206.07902" class="tag" target="_blank">MR-MTL</a> <a href="https://arxiv.org/abs/2003.13461" class="tag" target="_blank">APFL</a> <a href="https://ieeexplore.ieee.org/document/10020518/" class="tag" target="_blank">PerFCL</a> <a href="https://arxiv.org/pdf/2309.16825.pdf" class="tag" target="_blank">FENDA-FL</a> <span class="tag" data-tippy="FENDA+Ditto">FENDA+Ditto</span>
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</div>
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<div class="datasets">
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<strong>Datasets:</strong> <a href="https://github.com/nyu-mll/BBQ/tree/main/data" class="dataset-tag" target="_blank">BBQ</a> <a href="https://github.com/moinnadeem/StereoSet/tree/master/data" class="dataset-tag" target="_blank">Stereoset</a> <a href="https://github.com/VectorInstitute/bias-mitigation-unlearning/tree/main/reddit_bias/data" class="dataset-tag" target="_blank">RedditBias</a>
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</div>
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<div class="citation-links">
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<a href="#" class="bibtex-button" data-bibtex-id="dige2024can" title="View Citation">Cite</a>
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<a href="https://aclanthology.org/2024.emnlp-industry.71/" class="paper-link" title="View Paper" target="_blank">Paper</a>
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</div>
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<strong>Datasets:</strong> <span class="dataset-tag">Physionet Challenge 2012</span> <span class="dataset-tag">wiki2000</span>
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</div>
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</div>

‎repositories/bias-mitigation-unlearning.yaml‎

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repo_id: bmu-repo
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description: "A repository for social bias mitigation in LLMs using machine unlearning"
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algorithms:
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- Negation via Task Vectors
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- PCGU
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- name: Negation via Task Vectors
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url: https://aclanthology.org/2024.emnlp-industry.71/
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- name: PCGU
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url: https://aclanthology.org/2024.emnlp-industry.71/
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type: applied-research
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year: 2024
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github_url: https://github.com/VectorInstitute/bias-mitigation-unlearning

‎repositories/diffusion-models.yaml‎

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repo_id: diffusion-repo
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description: "A repository with demos for various diffusion models for tabular and time series data"
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algorithms:
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- TabDDPM
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- TabSyn
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- ClavaDDPM
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- CSDI
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- TSDiff
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- name: TabDDPM
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url: null
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- name: TabSyn
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url: null
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- name: ClavaDDPM
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url: https://arxiv.org/abs/2405.17724
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- name: CSDI
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url: null
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- name: TSDiff
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url: https://arxiv.org/abs/2307.11494
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public_datasets:
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- name: Physionet Challenge 2012
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- name: wiki2000
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type: bootcamp
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year: 2024
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github_url: https://github.com/VectorInstitute/diffusion_model_bootcamp
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github_url: https://github.com/VectorInstitute/diffusion_models

‎repositories/fl4health.yaml‎

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name: fl4health
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repo_id: fl4health-repo
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description: "A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings"
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algorithms:
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- name: FedAvg
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url: https://arxiv.org/abs/1602.05629
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- name: FedOpt
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url: https://arxiv.org/abs/2003.00295
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- name: FedProx
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url: https://arxiv.org/abs/1812.06127
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- name: SCAFFOLD
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url: https://arxiv.org/abs/1910.06378
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- name: MOON
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url: https://arxiv.org/abs/2103.16257
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- name: FedDG-GA
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url: https://arxiv.org/abs/2103.06030
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- name: FLASH
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url: https://proceedings.mlr.press/v202/panchal23a/panchal23a.pdf
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- name: FedPM
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url: https://arxiv.org/pdf/2209.15328
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- name: Personal FL
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url: https://arxiv.org/abs/2205.13692
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- name: FedBN
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url: https://arxiv.org/abs/2102.07623
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- name: FedPer
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url: https://arxiv.org/abs/1912.00818
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- name: FedRep
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url: https://arxiv.org/abs/2303.05206
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- name: Ditto
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url: https://arxiv.org/abs/2012.04221
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- name: MR-MTL
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url: https://arxiv.org/abs/2206.07902
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- name: APFL
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url: https://arxiv.org/abs/2003.13461
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- name: PerFCL
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url: https://ieeexplore.ieee.org/document/10020518/
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- name: FENDA-FL
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url: https://arxiv.org/pdf/2309.16825.pdf
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- name: FENDA+Ditto
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url: null
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public_datasets:
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- name: Physionet Challenge 2012
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- name: wiki2000
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type: tool
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year: 2024
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github_url: https://github.com/VectorInstitute/fl4health

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