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Merge pull request #15 from mims-harvard/quick_fixes
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publications
consolidate publications to new backend and add moml, neurips, western publications
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amva13 authored Dec 21, 2024
2 parents a2cf11b + 915109c commit c29516e
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9 changes: 7 additions & 2 deletions app.py
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# from data.single_pred_tasks.tasks import _TASKS
import task_datasets as data
import backend.task_datasets as data
from backend.metadata.publications import _PUBLICATIONS as publications
import benchmark.groups as benchmark_groups
import benchmark.leaderboards as benchmark_leaderboards

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@app.route('/')
def index():
return render_template('index.html')
publications.sort(key=lambda x: (-x["year"], -x["month"]))
args = {
"publications": publications
}
return render_template('index.html', **args)

@app.route('/start', strict_slashes=False)
def start():
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140 changes: 140 additions & 0 deletions backend/metadata/publications.py
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from ..model.homepage_publication import HomepagePublication

_PUBLICATIONS = [
HomepagePublication(
"Signals in the Cells: Multimodal and Contextualized Machine Learning Foundations for Therapeutics",
"(Spotlight) NeurIPS 2024 Workshop on AI for New Drug Modalities",
2024,
12,
{
"Paper": "https://openreview.net/pdf?id=kL8dlYp6IM",
"Poster": "https://drive.google.com/file/d/1plypydZCaegbgxyCl-xehFxSgwX6e8So/view?usp=sharing"
}
),
HomepagePublication(
"(Seminar) Signals in the Cells: Multimodal and Contextualized Machine Learning Foundations for Therapeutics",
"Western Bioinformatics Seminar Series: Alejandro Velez-Arce",
2024,
11,
{
"Event": "https://www.events.westernu.ca/events/schulich-medicine-dentistry/2024-11/western-bioinformatics-nov14.html",
}
),
HomepagePublication(
"TDC-2: Multimodal Foundation for Therapeutic Science",
"Molecular Machine Learning Conference (MoML2024). Hosted at Mila Agora on June 19th",
2024,
6,
{
"Paper": "https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2",
"Conference": "https://portal.ml4dd.com/moml-2024",
"Poster and Tweet": "https://x.com/ProjectTDC/status/1803581129376629234"
}
),
HomepagePublication(
"Zero-shot Prediction of Therapeutic Use with Geometric Deep Learning and Clinician Centered Design",
"Nature Medicine, 2024",
2024,
3,
{
"Paper": "https://www.nature.com/articles/s41591-024-03233-x",
"TxGNN Explorer": "http://txgnn.org/"
}
),
HomepagePublication(
"Artificial Intelligence Foundation for Therapeutic Science",
"Nature Chemical Biology, 2022",
2022,
3,
{
"Paper": "https://www.nature.com/articles/s41589-022-01131-2"
}
),
HomepagePublication(
"Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development",
"NeurIPS, 2021",
2021,
11,
{
"Paper": "https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/hash/4c56ff4ce4aaf9573aa5dff913df997a-Abstract-round1.html",
"Poster": "https://drive.google.com/file/d/1LfF8mfPLUqAVEzH3KPBxDO_VF7nLFtiJ/view?usp=sharing"
}
),
HomepagePublication(
"Benchmarking Molecular Machine Learning in Therapeutics Data Commons",
"ELLIS ML4Molecules, 2021",
2021,
8,
{
"Paper": "https://cloud.ml.jku.at/s/54pB5Eqf6ftX7qA",
"Slides": "https://drive.google.com/file/d/1iOSW_5eruca4vdygDxS1H64c49oQuH40/view?usp=sharing"
}
),
HomepagePublication(
"Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development",
"Baylearn, 2021",
2021,
6,
{
"Slides": "https://drive.google.com/file/d/1BNpk3dOdqE3ksgyVV-V3xySdBMq-8cXL/view?usp=sharing",
"Poster": "https://drive.google.com/file/d/1LfF8mfPLUqAVEzH3KPBxDO_VF7nLFtiJ/view?usp=sharing"
}
),
HomepagePublication(
"Therapeutics Data Commons",
"NSF-Harvard Symposium on Drugs for Future Pandemics, 2020",
2020,
12,
{
"Slides": "https://drive.google.com/file/d/11eTrh_lsqPcwu3RZRYjJGNpJ3s18YlBS/view",
"Video": "https://harvard.zoom.us/rec/share/HO0TjRPs56YG-Fu3i033izaTwebB4KwUhPeNURkWSI-anrH9su03lCtUlHeZG-WP.67ZJmAIHsD7Q_2GQ",
"#futuretx20": "https://www.drugsymposium.org/"
}
),
HomepagePublication(
"Machine Learning to Translate the Cancer Genome and Epigenome Session",
"AACR Annual Meeting",
2022,
2,
{
"Meeting": "https://www.aacr.org/meeting/aacr-annual-meeting-2022/"
}

),
HomepagePublication(
"Few-Shot Learning for Network Biology",
"KDD Workshop on Data Mining in Bioinformatics",
2021,
1,
{
"keynote": "https://biokdd.org/biokdd21/keynote.html"
}
),
HomepagePublication(
"Actionable machine learning for drug discovery and development",
"Broad Institute, Models, Inference & Algorithms Seminar",
2021,
0,
{
"Talk": "https://www.broadinstitute.org/talks/actionable-machine-learning-drug-discovery-and-development"
}
),
HomepagePublication(
"Graph Neural Networks for Biomedical Data",
"Machine Learning in Computational Biology",
2020,
2,
{
"Schedule": "https://sites.google.com/cs.washington.edu/mlcb2020/schedule?authuser=0"
}
),
HomepagePublication(
"Graph Neural Networks for Identifying COVID-19 Drug Repurposing Opportunities",
"MIT AI Cures",
2020,
1,
{
"Webpage": "https://www.aicures.mit.edu/drugdiscoveryconference"
}
)
]
9 changes: 9 additions & 0 deletions backend/model/homepage_publication.py
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class HomepagePublication(dict):

def __init__(self, name, venue, year, month, links = {}):
self["name"] = name
self["venue"] = venue
self["year"] = year
self["month"] = month
self["links"] = links
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7 changes: 5 additions & 2 deletions templates/index.html
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Expand Up @@ -275,7 +275,10 @@
<div class="column is-12 is-size-5">
<div class="box has-background-white">
<ul>
<li><b>TDC-2: Multimodal Foundation for Therapeutic Science</b> bioRxiv, 2024 <a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">[Paper]</a></li>
{% for pub in publications %}
<li><b>{{ pub.name }}.</b> {{ pub.venue }} {% for key, url in pub.links.items() %} <a href="{{ url }}">[{{ key }}] </a> {% endfor %}</li>
{% endfor %}
<!-- <li><b>TDC-2: Multimodal Foundation for Therapeutic Science</b> bioRxiv, 2024 <a href="https://www.biorxiv.org/content/10.1101/2024.06.12.598655v2">[Paper]</a></li>
<li><b>Zero-shot Prediction of Therapeutic Use with Geometric Deep Learning and Clinician Centered Design,</b> MedRxiv, 2023 <a href="https://www.medrxiv.org/content/10.1101/2023.03.19.23287458">[Paper]</a> <a href="http://txgnn.org/">[TxGNN Explorer]</a></li>
<li><b>Artificial Intelligence Foundation for Therapeutic Science,</b> Nature Chemical Biology, 2022 <a href="https://www.nature.com/articles/s41589-022-01131-2">[Paper]</a> </li>
Expand All @@ -298,7 +301,7 @@
<li><b>Graph Neural Networks for Biomedical Data</b>, <a href="https://sites.google.com/cs.washington.edu/mlcb2020/schedule?authuser=0">Machine Learning in Computational Biology</a>, 2020</li>
<li><b>Graph Neural Networks for Identifying COVID-19 Drug Repurposing Opportunities</b>, <a href="https://www.aicures.mit.edu/drugdiscoveryconference">MIT AI Cures</a>, 2020</li>
<li><b>Graph Neural Networks for Identifying COVID-19 Drug Repurposing Opportunities</b>, <a href="https://www.aicures.mit.edu/drugdiscoveryconference">MIT AI Cures</a>, 2020</li> -->
</ul>
</div>
</div>
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