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‎_data/alumni_members.yml

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start_date: Dec 24
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email: [email protected]
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url: https://github.com/nikitaved
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description: "I am interesting in making modern AI models efficient. In particular, I work on discovering and exploiting structure in Neural Networks (sparsity, low-dimensional representations and similar) for efficient training, fine-tuning and inference. I am a former full-time core developer for [PyTorch](https://github.com/pytorch/pytorch) and [Lightning Thunder](https://github.com/Lightning-AI/lightning-thunder). Check my [GitHub](https://github.com/nikitaved) to see what I work on now."
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- role: Visiting students

‎_data/news.yml

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- date: 2. June 2025
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headline: "Rebekka and Celia are presenting at the International Network Science Conference ([NetSci](https://netsci2025.github.io/)) in Maastricht."
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headline: "Rebekka and Celia are presenting at [NetSci](https://netsci2025.github.io/) in Maastricht."
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- date: 1. June 2025
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headline: Welcome Baraah!
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- date: 7. May 2025
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headline: "Congratulations to Rebekka for [receiving tenure](https://cispa.de/en/burkholz-tenured) at CISPA."
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- date: 1. May 2025
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headline: "Our paper on [implicit bias](https://arxiv.org/pdf/2504.12883) has been accepted at ICML 2025."
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- date: 24. March 2025
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headline: "Rebekka is at [CPAL](https://cpal.cc/spotlight_track/) in Stanford presenting three of our [papers](/publications) as recent spotlights."
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headline: "Rebekka is at [CPAL](https://cpal.cc/spotlight_track/) presenting three [papers](/publications) as recent spotlights."
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- date: 22. January 2025
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headline: "Two papers

‎_includes/header.html

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<li><a href="{{ site.url }}{{ site.baseurl }}/">Home</a></li>
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<li><a href="{{ site.url }}{{ site.baseurl }}/team">Team</a></li>
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<li><a href="{{ site.url }}{{ site.baseurl }}/openings">Openings</a></li>
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<li><a href="{{ site.url }}{{ site.baseurl }}/research">Research</a></li>
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<!-- <li><a href="{{ site.url }}{{ site.baseurl }}/research">Research</a></li> -->
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<li><a href="{{ site.url }}{{ site.baseurl }}/publications">Publications</a></li>
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<li><a href="https://github.com/relationalml/">
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‎_pages/home.md

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permalink: /
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---
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# Relational ML Lab
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# Relational Machine Learning Lab
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We are an ML research group led by [Dr. Rebekka Burkholz](https://sites.google.com/view/rebekkaburkholz). We invite you to explore our [research](research) interests and our latest [publications](publications) in top-tier conferences (NeurIPS, ICML, ICLR).
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We are an ML research group led by [Dr. Rebekka Burkholz](https://sites.google.com/view/rebekkaburkholz). We invite you to explore our research interests and our latest [publications](publications) in top-tier conferences (NeurIPS, ICML, ICLR).
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We are part of the [CISPA Helmholtz Center for Information Security](https://cispa.de), at the [Saarland University](https://www.uni-saarland.de) campus in Saarbrücken, Germany.

‎_pages/openings.md

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# Open positions
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If you are interested in our [research](research), please contact [Dr. Rebekka Burkholz](https://sites.google.com/view/rebekkaburkholz/). For further information about pursuing a PhD position at the CISPA Helmholtz Center for Information Security, see the [CISPA Career portal](https://career.cispa.de/phd.html).
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If you are interested in joining our group or learning more about our research, please reach out to [Dr. Rebekka Burkholz](https://sites.google.com/view/rebekkaburkholz/).
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For further information on pursuing a PhD or postdoc at the CISPA Helmholtz Center for Information Security, see the [CISPA Career Portal](https://career.cispa.de/).
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### Past open positions
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* We received an ERC Starting Grant in 2023 ([SPARSE-ML](https://cispa.de/en/erc-burkholz)) and had several open positions for PhD students and Postdocs:
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- [PhD position in sparse machine learning](https://euraxess.ec.europa.eu/jobs/144401) (2023).
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- [Postdoctoral position in sparse machine learning](https://euraxess.ec.europa.eu/jobs/144392) (2023).
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* [PhD position in sparse machine learning](https://euraxess.ec.europa.eu/jobs/144401).
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* [Postdoctoral position in sparse machine learning](https://euraxess.ec.europa.eu/jobs/144392).
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* [Joint postdoctoral position](https://www.krikamol.org/assets/pdf/cispa-joint-postdoc-2024.pdf) with [Krikamol Muandet](https://ri-lab.org/).
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* [PhD position in machine learning](https://euraxess.ec.europa.eu/jobs/871979) (2022).
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### Possible research topics
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### What we look for
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* We are particularly interested in candidates with affinity towards theory.
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* We value enthusiasm for research and curiosity for the inner workings of complex models.
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* We welcome applications by candidates from all backgrounds and also support non-standard careers.
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We are particularly interested in candidates with affinity towards theory. We require an enthusiasm for research and curiosity for the inner workings of complex models.
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Possible research topics include:
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- Deep learning (theory and applications)
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- Sparse learning and modelling (e.g. lottery tickets)
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- Graph neural networks (GNNs)
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- Complex networks
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- Discrete probabilistic models
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- Robust learning algorithms
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- Meaningful applications:
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- Molecular biology and genetics (in collaboration with domain experts at Harvard)
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- International food trade
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- etc.
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* Deep learning (theory and applications)
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* Sparse learning and modelling (e.g. lottery tickets)
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* Graph neural networks (GNNs)
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* Complex networks
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* Discrete probabilistic models
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* Robust learning algorithms
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* Meaningful applications:
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* Molecular biology and genetics (in collaboration with domain experts at Harvard)
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* International food trade
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* etc.

‎_site/404.html

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<li><a href="/">Home</a></li>
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<li><a href="/openings">Openings</a></li>
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<li><a href="/research">Research</a></li>
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<!-- <li><a href="/research">Research</a></li> -->
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<li><a href="/publications">Publications</a></li>
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<li><a href="https://github.com/relationalml/">
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‎_site/index.html

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<!-- <img src="/images/group-cropped.jpg" alt="Slide 2"
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<h1 id="relational-ml-lab">Relational ML Lab</h1>
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<h1 id="relational-machine-learning-lab">Relational Machine Learning Lab</h1>
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<p>We are an ML research group led by <a href="https://sites.google.com/view/rebekkaburkholz">Dr. Rebekka Burkholz</a>. We invite you to explore our <a href="research">research</a> interests and our latest <a href="publications">publications</a> in top-tier conferences (NeurIPS, ICML, ICLR).</p>
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<p>We are an ML research group led by <a href="https://sites.google.com/view/rebekkaburkholz">Dr. Rebekka Burkholz</a>. We invite you to explore our research interests and our latest <a href="publications">publications</a> in top-tier conferences (NeurIPS, ICML, ICLR).</p>
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<p>We are part of the <a href="https://cispa.de">CISPA Helmholtz Center for Information Security</a>, at the <a href="https://www.uni-saarland.de">Saarland University</a> campus in Saarbrücken, Germany.</p>
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<b>02 Jun 2025</b>
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<p>Rebekka and Celia are presenting at the International Network Science Conference (<a href="https://netsci2025.github.io/">NetSci</a>) in Maastricht.</p>
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<p>Rebekka and Celia are presenting at <a href="https://netsci2025.github.io/">NetSci</a> in Maastricht.</p>
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<hr/>
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<b>01 May 2025</b>
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<p>Our paper on <a href="https://arxiv.org/pdf/2504.12883">implicit bias</a> has been accepted at ICML 2025.</p>
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<b>07 May 2025</b>
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<p>Congratulations to Rebekka for <a href="https://cispa.de/en/burkholz-tenured">receiving tenure</a> at CISPA.</p>
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<hr/>
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<b>24 Mar 2025</b>
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<p>Rebekka is at <a href="https://cpal.cc/spotlight_track/">CPAL</a> in Stanford presenting three of our <a href="/publications">papers</a> as recent spotlights.</p>
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<b>01 May 2025</b>
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<p>Our paper on <a href="https://arxiv.org/pdf/2504.12883">implicit bias</a> has been accepted at ICML 2025.</p>
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<b>22 Jan 2025</b>
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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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<b>24 Mar 2025</b>
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<p>Rebekka is at <a href="https://cpal.cc/spotlight_track/">CPAL</a> presenting three <a href="/publications">papers</a> as recent spotlights.</p>
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<hr/>
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‎_site/news.html

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<h4>02 June 2025</h4>
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<p>Rebekka and Celia are presenting at the International Network Science Conference (<a href="https://netsci2025.github.io/">NetSci</a>) in Maastricht.</p>
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<p>Rebekka and Celia are presenting at <a href="https://netsci2025.github.io/">NetSci</a> in Maastricht.</p>
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<h4>07 May 2025</h4>
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<p>Congratulations to Rebekka for <a href="https://cispa.de/en/burkholz-tenured">receiving tenure</a> at CISPA.</p>
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<hr />
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<h4>01 May 2025</h4>
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<p>Our paper on <a href="https://arxiv.org/pdf/2504.12883">implicit bias</a> has been accepted at ICML 2025.</p>
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<h4>24 March 2025</h4>
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<p>Rebekka is at <a href="https://cpal.cc/spotlight_track/">CPAL</a> in Stanford presenting three of our <a href="/publications">papers</a> as recent spotlights.</p>
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<p>Rebekka is at <a href="https://cpal.cc/spotlight_track/">CPAL</a> presenting three <a href="/publications">papers</a> as recent spotlights.</p>
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<hr />
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‎_site/openings.html

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<!-- <li><a href="/research">Research</a></li> -->
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<h1 id="open-positions">Open positions</h1>
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<p>If you are interested in our <a href="research">research</a>, please contact <a href="https://sites.google.com/view/rebekkaburkholz/">Dr. Rebekka Burkholz</a>. For further information about pursuing a PhD position at the CISPA Helmholtz Center for Information Security, see the <a href="https://career.cispa.de/phd.html">CISPA Career portal</a>.</p>
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<p>If you are interested in joining our group or learning more about our research, please reach out to <a href="https://sites.google.com/view/rebekkaburkholz/">Dr. Rebekka Burkholz</a>.</p>
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<p>For further information on pursuing a PhD or postdoc at the CISPA Helmholtz Center for Information Security, see the <a href="https://career.cispa.de/">CISPA Career Portal</a>.</p>
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<h3 id="past-open-positions">Past open positions</h3>
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<li><a href="https://euraxess.ec.europa.eu/jobs/144401">PhD position in sparse machine learning</a> (2023).</li>
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<li><a href="https://euraxess.ec.europa.eu/jobs/144392">Postdoctoral position in sparse machine learning</a> (2023).</li>
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<li><a href="https://euraxess.ec.europa.eu/jobs/144401">PhD position in sparse machine learning</a>.</li>
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<li><a href="https://euraxess.ec.europa.eu/jobs/144392">Postdoctoral position in sparse machine learning</a>.</li>
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<li><a href="https://www.krikamol.org/assets/pdf/cispa-joint-postdoc-2024.pdf">Joint postdoctoral position</a> with <a href="https://ri-lab.org/">Krikamol Muandet</a>.</li>
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<li><a href="https://euraxess.ec.europa.eu/jobs/871979">PhD position in machine learning</a> (2022).</li>
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<h3 id="possible-research-topics">Possible research topics</h3>
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<h3 id="what-we-look-for">What we look for</h3>
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<li>We are particularly interested in candidates with affinity towards theory.</li>
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<li>We value enthusiasm for research and curiosity for the inner workings of complex models.</li>
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<li>We welcome applications by candidates from all backgrounds and also support non-standard careers.</li>
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</ul>
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<p>We are particularly interested in candidates with affinity towards theory. We require an enthusiasm for research and curiosity for the inner workings of complex models.</p>
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<p>Possible research topics include:</p>
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<li>Deep learning (theory and applications)</li>

‎_site/publications/index.html

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