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_bibliography/references.bib

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rubio-madrigal2025fixed,
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title={Fixed Aggregation Features Can Rival {GNN}s},
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author={Celia Rubio-Madrigal and Rebekka Burkholz},
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booktitle={Women in Machine Learning Workshop @ NeurIPS 2025},
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booktitle={Women in Machine Learning Workshop @ NeurIPS},
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year={2025},
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url={https://openreview.net/forum?id=OHgWEMce80},
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pdf={https://openreview.net/pdf?id=OHgWEMce80},

_data/news.yml

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headline: "Welcome to Adnan (University of Calgary) and Levy (University of Campinas) for research stays. Furthermore, Prof. [Yani Ioannou](https://yani.ai/) (University of Calgary) is visiting us for a talk on sparse training."
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- date: 18. September 2025
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headline: "Three papers
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[(1)](https://openreview.net/forum?id=XKnOA7MhCz)
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[(2)](https://openreview.net/forum?id=iwKT7MEZZw)
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[(3-Spotlight)](https://openreview.net/forum?id=EEZLBhyer1)
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have been accepted at NeurIPS 2025, and [one](https://sites.google.com/wimlworkshop.org/wimlworkshopneurips2025/program) at the WiML Workshop."
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headline: "Three papers have been accepted at NeurIPS 2025
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[(1)](https://openreview.net/forum?id=XKnOA7MhCz)
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[(2)](https://openreview.net/forum?id=iwKT7MEZZw)
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[(3-Spotlight)](https://openreview.net/forum?id=EEZLBhyer1), and four more at workshops
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[(1)](https://openreview.net/forum?id=OHgWEMce80)
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[(2)](https://sites.google.com/view/dynafrontneurips25/papers)
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[(3)](https://openreview.net/forum?id=i0rFGQBGzs)
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[4)](https://openreview.net/forum?id=4uwRaBhjHY)."
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- date: 15. September 2025
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headline: "Rebekka and Celia are presenting at the Workshop on Mining and Learning with Graphs ([MLG](https://mlg-europe.github.io/2025/)) in Porto with a keynote and two posters, respectively."
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headline: "Celia is presenting her work on graph rewiring at [Cohere Labs](https://cohere.com/events/cohere-for-ai-Celia-Rubio-Madrigal-2025): Open Science Community ([video](/outreach#celia-rubio-madrigal--cohere-labs-feb-13-2025))."
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- date: 22. January 2025
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headline: "Two papers
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[(1)](https://openreview.net/forum?id=g6v09VxgFw)
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[(2)](https://openreview.net/forum?id=U47ymTS3ut)
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have been accepted at ICLR 2025."
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headline: "Two papers have been accepted at ICLR 2025
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[(1)](https://openreview.net/forum?id=g6v09VxgFw)
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[(2)](https://openreview.net/forum?id=U47ymTS3ut), and [one](https://openreview.net/forum?id=1uDP4ld3eZ) at the SCOPE workshop."
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- date: 1. December 2024
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headline: "Welcome to Gowtham and Nik!"
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headline: "Celia, Adarsh, Nimrah, and Rebekka have posters at the [ELLIS Pre-NeurIPS](https://lacoco-lab.github.io/events/PreNeurIPS2024/) Session in Saarbrücken."
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- date: 25. September 2024
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headline: "Three papers
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[(1)](https://openreview.net/forum?id=EMkrwJY2de)
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[(2)](https://openreview.net/forum?id=IfZwSRpqHl)
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[(3)](https://openreview.net/forum?id=FNtsZLwkGr)
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have been accepted at NeurIPS 2024, and [one](https://sites.google.com/wimlworkshop.org/wiml-2024/program) at the WiML Workshop, where Rebekka is an invited mentor."
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headline: "Three papers have been accepted at NeurIPS 2024
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[(1)](https://openreview.net/forum?id=EMkrwJY2de)
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[(2)](https://openreview.net/forum?id=IfZwSRpqHl)
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[(3)](https://openreview.net/forum?id=FNtsZLwkGr), and [one](https://sites.google.com/wimlworkshop.org/wiml-2024/program) at the WiML Workshop, where Rebekka is an invited mentor."
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- date: 1. July 2024
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headline: "Welcome to Chao, Rahul, and Dong!"

_pages/openings.md

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Deep learning continues to achieve impressive breakthroughs across disciplines and is a major driving force behind a multitude of innovations. For instance, it has helped computers convert text into images, assist in the design of new drugs, generate code, and even find fast matrix multiplication algorithms. Yet, it comes at considerable costs. It requires huge amounts of data to learn complex models that are difficult to interpret and are vulnerable to attacks.
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The major goal of the Relational Machine Learning Lab is to alleviate these problems based on sound theoretical insights and broaden the applicability of deep learning across the natural sciences and biomedical domain.
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The major goal of the Relational Machine Learning Lab is to alleviate these problems based on sound theoretical insights, and broaden the applicability of deep learning across the natural sciences and biomedical domain.
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### What we look for
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_site/news.html

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<hr />
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<h4>18 September 2025</h4>
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<p>Three papers <a href="https://openreview.net/forum?id=XKnOA7MhCz">(1)</a> <a href="https://openreview.net/forum?id=iwKT7MEZZw">(2)</a> <a href="https://openreview.net/forum?id=EEZLBhyer1">(3-Spotlight)</a> have been accepted at NeurIPS 2025, and <a href="https://sites.google.com/wimlworkshop.org/wimlworkshopneurips2025/program">one</a> at the WiML Workshop.</p>
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<p>Three papers have been accepted at NeurIPS 2025 <a href="https://openreview.net/forum?id=XKnOA7MhCz">(1)</a> <a href="https://openreview.net/forum?id=iwKT7MEZZw">(2)</a> <a href="https://openreview.net/forum?id=EEZLBhyer1">(3-Spotlight)</a>, and four more at workshops <a href="https://openreview.net/forum?id=OHgWEMce80">(1)</a> <a href="https://sites.google.com/view/dynafrontneurips25/papers">(2)</a> <a href="https://openreview.net/forum?id=i0rFGQBGzs">(3)</a> <a href="https://openreview.net/forum?id=4uwRaBhjHY">4)</a>.</p>
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<hr />
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<h4>22 January 2025</h4>
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<p>Two papers <a href="https://openreview.net/forum?id=g6v09VxgFw">(1)</a> <a href="https://openreview.net/forum?id=U47ymTS3ut">(2)</a> have been accepted at ICLR 2025.</p>
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<p>Two papers have been accepted at ICLR 2025 <a href="https://openreview.net/forum?id=g6v09VxgFw">(1)</a> <a href="https://openreview.net/forum?id=U47ymTS3ut">(2)</a>, and <a href="https://openreview.net/forum?id=1uDP4ld3eZ">one</a> at the SCOPE workshop.</p>
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<hr />
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<h4>25 September 2024</h4>
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<p>Three papers <a href="https://openreview.net/forum?id=EMkrwJY2de">(1)</a> <a href="https://openreview.net/forum?id=IfZwSRpqHl">(2)</a> <a href="https://openreview.net/forum?id=FNtsZLwkGr">(3)</a> have been accepted at NeurIPS 2024, and <a href="https://sites.google.com/wimlworkshop.org/wiml-2024/program">one</a> at the WiML Workshop, where Rebekka is an invited mentor.</p>
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<p>Three papers have been accepted at NeurIPS 2024 <a href="https://openreview.net/forum?id=EMkrwJY2de">(1)</a> <a href="https://openreview.net/forum?id=IfZwSRpqHl">(2)</a> <a href="https://openreview.net/forum?id=FNtsZLwkGr">(3)</a>, and <a href="https://sites.google.com/wimlworkshop.org/wiml-2024/program">one</a> at the WiML Workshop, where Rebekka is an invited mentor.</p>
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<hr />
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_site/openings.html

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<p>Deep learning continues to achieve impressive breakthroughs across disciplines and is a major driving force behind a multitude of innovations. For instance, it has helped computers convert text into images, assist in the design of new drugs, generate code, and even find fast matrix multiplication algorithms. Yet, it comes at considerable costs. It requires huge amounts of data to learn complex models that are difficult to interpret and are vulnerable to attacks.</p>
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<p>The major goal of the Relational Machine Learning Lab is to alleviate these problems based on sound theoretical insights and broaden the applicability of deep learning across the natural sciences and biomedical domain.</p>
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<p>The major goal of the Relational Machine Learning Lab is to alleviate these problems based on sound theoretical insights, and broaden the applicability of deep learning across the natural sciences and biomedical domain.</p>
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<h3 id="what-we-look-for">What we look for</h3>
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_site/publications/index.html

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<div class="periodical">
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<em>In Women in Machine Learning Workshop @ NeurIPS 2025</em>, 2025
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<em>In Women in Machine Learning Workshop @ NeurIPS</em>, 2025
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</div>
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<div class="periodical">
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<figure class="highlight"><pre><code class="language-bibtex" data-lang="bibtex"><span class="nc">@inproceedings</span><span class="p">{</span><span class="nl">rubio-madrigal2025fixed</span><span class="p">,</span>
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<span class="na">title</span> <span class="p">=</span> <span class="s">{Fixed Aggregation Features Can Rival {GNN}s}</span><span class="p">,</span>
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<span class="na">author</span> <span class="p">=</span> <span class="s">{Rubio-Madrigal, Celia and Burkholz, Rebekka}</span><span class="p">,</span>
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<span class="na">booktitle</span> <span class="p">=</span> <span class="s">{Women in Machine Learning Workshop @ NeurIPS 2025}</span><span class="p">,</span>
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<span class="na">booktitle</span> <span class="p">=</span> <span class="s">{Women in Machine Learning Workshop @ NeurIPS}</span><span class="p">,</span>
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<span class="na">year</span> <span class="p">=</span> <span class="s">{2025}</span><span class="p">,</span>
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<span class="na">url</span> <span class="p">=</span> <span class="s">{https://openreview.net/forum?id=OHgWEMce80}</span><span class="p">,</span>
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<span class="p">}</span></code></pre></figure>
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