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<!DOCTYPE html>
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<a class="u-url font-bold" rel="me" itemprop="url" href="https://hugocisneros.com/">
<h1 class="text-black dark:text-zinc-300 p-name border-0" itemprop="name">Hugo Cisneros</h1></a>
<h2 itemprop="jobTitle" class="text-xl my-0 border-none">Machine Leaning Engineer</h2>
<div itemprop="address" itemscope itemtype="http://schema.org/PostalAddress">
<span itemprop="streetAddress">Inicio<br>
33 rue Faubourg Saint-Antoine</span><br>
<span itemprop="postalCode">75011</span> <span itemprop="addressLocality">Paris, France</span><br>
<a href="mailto:[email protected]">[email protected]</a><br>
</div>
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</div>
<h2 id="short-bio">Short Bio</h2>
<p>I am a Machine Learning engineer at <a href="https://www.go-inicio.com/">Inicio</a>. Incio is a company identifying high-potential land for the development of photovoltaic projects. My job is to leverage ML algorithms to extract data from various sources. I also work a lot with GIS tools.</p>
<p>Previously, I was a PhD student at the <a href="https://www.ciirc.cvut.cz/">Czech Institute for Informatics, Robotics and Cybernetics</a> (CIIRC, CTU in Prague), part of the <a href="https://impact.ciirc.cvut.cz/">Impact Project</a>, and the <a href="https://www.di.ens.fr/willow">Willow</a> team, of INRIA and ENS. I conducted my PhD under the supervision of <a href="https://scholar.google.com/citations?user=oBu8kMMAAAAJ&hl=en">Tomas Mikolov</a> (CIIRC, CTU in Prague) and <a href="https://www.di.ens.fr/~josef/">Josef Sivic</a> (CIIRC, Inria and ENS Paris). Before that, I got a Master’s degree in Mathematics, Vision, and Machine learning from <a href="https://ens-paris-saclay.fr/">École Normale Supérieure Paris-Saclay</a>, and a Master’s degree in Engineering with a major in Computer Science at <a href="https://www.minesparis.psl.eu/">Mines ParisTech</a>.</p>
<p>My research focused on the development of unsupervised machine learning algorithms capable of innovation and adaptation. I studied complex systems like cellular automata and open-ended evolution.</p>
<p>I am generally interested in the emergence and growth of complexity in dynamical systems and how this could lead to open-ended evolving systems. During my PhD, I have studied cellular automata and their continuous extensions as they are general and simple yet capable of surprisingly complex emergent behaviors.</p>
<h2 id="news">News</h2>
<ul>
<li>
<p>August 2023 - New paper <a href="https://arxiv.org/abs/2211.04205">Preserving Semantics in Textual Adversarial Attacks</a> accepted at ECAI 2023.</p>
</li>
<li>
<p>May 2023 - I successfully defended my thesis! Read the manuscript on <a href="https://inria.hal.science/tel-04159511">HAL</a>.</p>
</li>
<li>
<p>March 2023 - Started working as a Machine Learning engineer at <a href="https://www.go-inicio.com/">Inicio</a>.</p>
</li>
<li>
<p>August 2022 - <a href="https://virtual.lifelong-ml.cc/poster_34.html">Poster presentation</a> at the <a href="https://lifelong-ml.cc/">1st conference on Lifelong Learning Agents (CoLLAs 2022)</a>.</p>
</li>
<li>
<p>August 2021 - Runner-up of the <a href="https://evocraft.life/">Minecraft Open-Endedness Challenge</a>, the first open-ended evolution challenge organized at the <a href="https://gecco-2021.sigevo.org/Competitions">GECCO 2021 conference competition track</a> (See <a href="/blog/open-ended-creation-of-hybrid-creatures-with-neural-cellular-automata/">the blog post</a>, <a href="https://www.youtube.com/watch?v=RdUCL4Fs0XY">the video</a> and <a href="https://github.com/hugcis/hybrid-nca-evocraft">the code</a>)</p>
</li>
<li>
<p class="event-wrapper" itemscope itemtype="https://schema.org/Event"><span class="event-date" itemprop="startDate" content="2020-07-17T11:45">July 2020</span> – <span class="event-title" itemprop="name">Talk at <a href="https://vermontcomplexsystems.org/events/ALIFE-2020/">Alife 2020</a></span>, <span itemscope itemprop="location" itemtype="https://schema.org/Place"><span itemprop="address">Montréal, Canada</span></span> (virtual) for <a href="#visualizing-computation-in-large-scale-cellular-automata">Visualizing computation in large-scale cellular automata</a> (<a href="https://www.youtube.com/watch?v=ZuQZiewYxY4">Video of the talk</a>)</p>
</li>
<li>
<p class="event-wrapper" itemscope itemtype="https://schema.org/Event"><span class="event-date" itemprop="startDate" content="2019-12-06T08:00+08:00">December 2019</span> – <span class="event-title" itemprop="name">Talk at <a href="https://ssci2019.org/alife.html">IEEE Alife, SSCI 2019</a></span> in <span itemscope itemprop="location" itemtype="https://schema.org/Place"><span itemprop="address">Xiamen, China</span></span> – <a href="/img/best_paper.jpg">Best Student paper award</a> for <a href="#evolving-structures-in-complex-systems"><b>Evolving Structures in Complex Systems</b></a></p>
</li>
</ul>
<h2 id="publications">Publications</h2>
<div class="pub-wrapper w-full inline-flex flex-wrap items-center my-1.5 p-2.5 rounded bg-slate-200 dark:bg-slate-700 box-border leading-tight justify-around" id="preserving-semantics-in-textual-adversarial-attacks" itemscope itemtype="http://schema.org/ScholarlyArticle">
<div class="pub-image basis-40 grow-0 shrink" itemprop="image" itemscope itemtype="http://schema.org/ImageObject"><img alt="Preserving Semantics in Textual Adversarial Attacks paper illustration" itemprop="url" src="/img/semantics_preserving_encoder.svg" class="w-full"></div>
<div class="publication grow shrink-2 basis-3/4 my-1.5 mx-2">
<span itemprop="author">D. Herel</span>, <b><span itemprop="author">H. Cisneros</span>,</b> <span itemprop="author">T. Mikolov</span><br>
<b><a href="/pdf/herelPreservingSemanticsTextual2022.pdf"><span itemprop="name">Preserving Semantics in Textual Adversarial Attacks</span></a></b>
<meta itemprop="headline" content="Preserving Semantics in Textual Adversarial Attacks"><br>
<div>
In <span itemprop="publisher" itemscope itemtype="http://schema.org/Organization"><i itemprop="name">ECAI 2023</i></span>,
<meta itemprop="datePublished" content="2023">2023.
</div>
<div itemprop="description" class="pub-description text-sm my-1.5">
A simple sentence encoder based on multiple words level embeddings to improve the quality of textual adversarial attacks. Improves the quality of attacks compared to other semantic similarity metrics such as Universal Sentence Encoder or BERTScore.
</div>
<div class="pub-link-wrapper mt-3 text-sm">
<span class="publication-link cursor-pointer bg-sky-600 dark:bg-sky-700 hover:bg-sky-800 dark:hover:bg-sky-500 text-white dark:text-zinc-200 dark:hover:text-gray-800 hover:text-gray-900 rounded-sm p-1 mr-1"><button class="open-modal text-inherit" data-target="#open-modal-preserving-semantics-in-textual-adversarial-attacks">Cite</button></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://github.com/DavidHerel/semantics-preserving-encoder">Code</a></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://arxiv.org/abs/2211.04205">arXiv</a></span>
</div>
</div>
</div>
<div class="pub-wrapper w-full inline-flex flex-wrap items-center my-1.5 p-2.5 rounded bg-slate-200 dark:bg-slate-700 box-border leading-tight justify-around" id="benchmarking-learning-efficiency-in-deep-reservoir-computing" itemscope itemtype="http://schema.org/ScholarlyArticle">
<div class="pub-image basis-40 grow-0 shrink" itemprop="image" itemscope itemtype="http://schema.org/ImageObject"><img alt="Benchmarking Learning Efficiency in Deep Reservoir Computing paper illustration" itemprop="url" src="/img/collas_thumbnail.png" class="w-full"></div>
<div class="publication grow shrink-2 basis-3/4 my-1.5 mx-2">
<b><span itemprop="author">H. Cisneros</span>,</b> <span itemprop="author">J. Sivic</span>, <span itemprop="author">T. Mikolov</span><br>
<b><a href="/pdf/benchmarking_learning_efficiency.pdf"><span itemprop="name">Benchmarking Learning Efficiency in Deep Reservoir Computing</span></a></b>
<meta itemprop="headline" content="Benchmarking Learning Efficiency in Deep Reservoir Computing"><br>
<div>
In <span itemprop="publisher" itemscope itemtype="http://schema.org/Organization"><i itemprop="name">Proceeding of the 1st Conference on Lifelong Learning Agents (CoLLAs)</i></span>,
<meta itemprop="datePublished" content="2022">2022.
</div>
<div itemprop="description" class="pub-description text-sm my-1.5">
Defines a metric of learning efficiency for machine learning models and a benchmark of progressively more difficult language tasks for measuring learning efficiency.
</div>
<div class="pub-link-wrapper mt-3 text-sm">
<span class="publication-link cursor-pointer bg-sky-600 dark:bg-sky-700 hover:bg-sky-800 dark:hover:bg-sky-500 text-white dark:text-zinc-200 dark:hover:text-gray-800 hover:text-gray-900 rounded-sm p-1 mr-1"><button class="open-modal text-inherit" data-target="#open-modal-benchmarking-learning-efficiency-in-deep-reservoir-computing">Cite</button></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://proceedings.mlr.press/v199/cisneros22a.html">Main URL</a></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://github.com/hugcis/benchmark_learning_efficiency">Code</a></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://arxiv.org/abs/2210.02549">arXiv</a></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://github.com/hugcis/incremental_tasks">Dataset</a></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://www.youtube.com/watch?v=6GSpvqqV9XI">Video</a></span>
</div>
</div>
</div>
<div class="pub-wrapper w-full inline-flex flex-wrap items-center my-1.5 p-2.5 rounded bg-slate-200 dark:bg-slate-700 box-border leading-tight justify-around" id="visualizing-computation-in-large-scale-cellular-automata" itemscope itemtype="http://schema.org/ScholarlyArticle">
<div class="pub-image basis-40 grow-0 shrink" itemprop="image" itemscope itemtype="http://schema.org/ImageObject"><img alt="Visualizing computation in large-scale cellular automata paper illustration" itemprop="url" src="/img/visualize_paper_illustration.jpg" class="w-full"></div>
<div class="publication grow shrink-2 basis-3/4 my-1.5 mx-2">
<b><span itemprop="author">H. Cisneros</span>,</b> <span itemprop="author">J. Sivic</span>, <span itemprop="author">T. Mikolov</span><br>
<b><a href="/pdf/visualizing_computation.pdf"><span itemprop="name">Visualizing computation in large-scale cellular automata</span></a></b>
<meta itemprop="headline" content="Visualizing computation in large-scale cellular automata"><br>
<div>
In <span itemprop="publisher" itemscope itemtype="http://schema.org/Organization"><i itemprop="name">Artificial Life Conference Proceedings</i></span>,
<meta itemprop="datePublished" content="2020">2020.
</div>
<div itemprop="description" class="pub-description text-sm my-1.5">
Introduces novel reduction methods for processing large-scale complex systems. This enables discovering interesting patterns at multiple scales.
</div>
<div class="pub-link-wrapper mt-3 text-sm">
<span class="publication-link cursor-pointer bg-sky-600 dark:bg-sky-700 hover:bg-sky-800 dark:hover:bg-sky-500 text-white dark:text-zinc-200 dark:hover:text-gray-800 hover:text-gray-900 rounded-sm p-1 mr-1"><button class="open-modal text-inherit" data-target="#open-modal-visualizing-computation-in-large-scale-cellular-automata">Cite</button></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://www.mitpressjournals.org/doi/abs/10.1162/isal_a_00277">Main URL</a></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://hugcis.github.io/ALIFE-Paper-2020">Project page</a></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://arxiv.org/abs/2104.01008">arXiv</a></span><span class="publication-link bg-sky-600 dark:bg-sky-700 rounded-sm p-1 dark:hover:bg-sky-500 hover:bg-sky-800 mr-1"><a class="border-none text-white dark:text-zinc-200 hover:text-gray-900 hover:dark:text-gray-800" itemprop="mainEntityOfPage" href="https://www.youtube.com/watch?v=ZuQZiewYxY4">Talk</a></span>
</div>
</div>
</div>
<div class="pub-wrapper w-full inline-flex flex-wrap items-center my-1.5 p-2.5 rounded bg-slate-200 dark:bg-slate-700 box-border leading-tight justify-around" id="evolving-structures-in-complex-systems" itemscope itemtype="http://schema.org/ScholarlyArticle">
<div class="pub-image basis-40 grow-0 shrink" itemprop="image" itemscope itemtype="http://schema.org/ImageObject"><img alt="Evolving Structures in Complex Systems paper illustration" itemprop="url" src="/img/nn_archi.svg" class="w-full"></div>
<div class="publication grow shrink-2 basis-3/4 my-1.5 mx-2">
<b><span itemprop="author">H. Cisneros</span>,</b> <span itemprop="author">J. Sivic</span>, <span itemprop="author">T. Mikolov</span><br>
<b><a href="/pdf/evolving_structures.pdf"><span itemprop="name">Evolving Structures in Complex Systems</span></a></b>
<meta itemprop="headline" content="Evolving Structures in Complex Systems"><br>
<div>
In <span itemprop="publisher" itemscope itemtype="http://schema.org/Organization"><i itemprop="name">Proceedings of the 2019 IEEE Symposium Series on Computational Intelligence, SSCI</i></span>,
<meta itemprop="datePublished" content="2019">2019.
</div>
<div itemprop="description" class="pub-description text-sm my-1.5">
Introduces a new metric of increasing complexity for cellular automata and other systems.
</div>
<div class="pub-link-wrapper mt-3 text-sm">
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<pre class="bg-slate-100 dark:bg-slate-800"><code id="38e7b32c">@misc{herelPreservingSemanticsTextual2022,
title = {Preserving {{Semantics}} in {{Textual Adversarial Attacks}}},
author = {Herel, David and Cisneros, Hugo and Mikolov, Tomas},
date = {2022-11-08},
number = {arXiv:2211.04205},
eprint = {2211.04205},
eprinttype = {arxiv},
primaryclass = {cs},
publisher = {{arXiv}},
doi = {10.48550/arXiv.2211.04205},
url = {http://arxiv.org/abs/2211.04205},
urldate = {2022-11-21},
archiveprefix = {arXiv},
version = {1},
keywords = {Computer Science - Artificial Intelligence,Computer Science - Computation and Language},
}</code></pre>
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<pre class="bg-slate-100 dark:bg-slate-800"><code id="4a33c88c">@inproceedings{cisnerosBenchmarkingLearningEfficiency2022a,
title = {Benchmarking {{Learning Efficiency}} in {{Deep Reservoir Computing}}},
booktitle = {Proceedings of {{The}} 1st {{Conference}} on {{Lifelong Learning Agents}}},
author = {Cisneros, Hugo and Mikolov, Tomas and Sivic, Josef},
date = {2022-11-28},
pages = {532--547},
publisher = {{PMLR}},
issn = {2640-3498},
url = {https://proceedings.mlr.press/v199/cisneros22a.html},
urldate = {2023-01-17},
eventtitle = {Conference on {{Lifelong Learning Agents}}},
langid = {english},
}</code></pre>
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<pre class="bg-slate-100 dark:bg-slate-800"><code id="5dbe8d51">@article{doi:10.1162/isal_a_00277,
author = {Cisneros, Hugo and Sivic, Josef and Mikolov, Tomas},
title = {Visualizing computation in large-scale cellular automata},
journal = {Artificial Life Conference Proceedings},
volume = {},
number = {32},
pages = {239-247},
year = {2020},
doi = {10.1162/isal_a_00277},
URL = {https://www.mitpressjournals.org/doi/abs/10.1162/isal_a_00277},
eprint = {https://www.mitpressjournals.org/doi/pdf/10.1162/isal_a_00277} ,
}</code></pre>
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<pre class="bg-slate-100 dark:bg-slate-800"><code id="56ef4e4c">@inproceedings{9002840,
author={H. {Cisneros} and J. {Sivic} and T. {Mikolov}},
booktitle={2019 IEEE Symposium Series on Computational Intelligence (SSCI)},
title={Evolving Structures in Complex Systems},
year={2019},
volume={},
number={},
pages={230-237},
}</code></pre>
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