index.qmd

---
# title: "Roussel."
title: "Roussel Desmond Nzoyem"
# subtitle: "PhD student @ University of Bristol"|
subtitle: "Machine Learning Researcher  •  [ddrouslab [at] gmail [dot] com](mailto:ddrouslab@gmail.com)"
# image: ./assets/images/cornerstone.webp
image: ./assets/images/cornerstone_pixels_bright.webp
# image: "data:image/gif;base64,R0lGODlhAQABAAD/ACwAAAAAAQABAAACADs="

about:
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  links:
    - text: "Google Scholar"
      icon: ai ai-google-scholar
      href: https://scholar.google.com/citations?user=7nJQpXgAAAAJ&hl=en
    - icon: github
      text: "Github"
      href: https://github.com/ddrous
    - icon: twitter
      text: "Twitter"
      href: https://twitter.com/rdesnzoyem
    - icon: linkedin
      text: "LinkedIn"
      href: https://www.linkedin.com/in/roussel-desmond-nzoyem/

# css: styles_dark.css
---



<!--

ABOUT ME

-->

<!-- <section>
<p>
Hi! I'm <strong>Roussel Desmond Nzoyem</strong> (pronounced <strong>zo-e-m</strong>). Want to know more? Check my <a href="/about.qmd">About</a> & <a href="/cv.qmd">CV</a>, peek at my <a href="/projects.qmd">Projects</a> & <a href="/publications.qmd">Publications</a>, or enjoy some <a href="/posts.qmd">Stories</a> from the blog.
</p>
</section> -->

<!-- ::: {.hero-quote style="text-align: right;"}
"Give me a lever long enough and a fulcrum on which to place it, and I shall move the world."
― Archimedes
::: -->

::: {.hero-quote style="text-align: right;"}
"Intelligence is the ability to adapt to change."
― Stephen Hawking
:::

<!--

TERMINAL INTRO

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<section>
<h2><i class="fas fa-feather-alt"></i> Selected Stories*</h2>
<!-- <p style="margin-top: 2rem; font-size: 1.05em; color: #495057;"> -->
*Stay up to date by signing up for my <a href="/posts.qmd" style="font-weight: 600;">newsletter</a>.
<!-- </p> -->

<div class="story-compact">
<strong><i class="fas fa-code"></i> <a href="/posts/linear-attention-jax/index.qmd">Linear Attention in JAX</a></strong>
<span>Exploring efficient attention mechanisms through JAX implementation</span>
<span class="story-status">Coming soon</span>
</div>

<div class="story-compact">
<strong><i class="fas fa-brain"></i> <a href="/posts/parallel-mind-theory/index.qmd">A Parallel Theory of the Causal Mind</a></strong>
<span>Investigating how our minds process causality through parallel mechanisms</span>
</div>

<div class="story-compact">
<strong><i class="fas fa-rocket"></i> <a href="/posts/welcome/index.qmd">Welcome to My Brand-New Website!</a></strong>
<span>An introduction to this space where I share research insights, technical explorations, and thoughts on AI</span>
</div>

<div class="story-compact">
<strong><i class="fas fa-project-diagram"></i> <a href="/posts/mesh-free-simulation/index.qmd">Mesh-Free Simulation in the Age of Big Data</a></strong>
<span>How modern mesh-free methods are revolutionizing computational physics and engineering</span>
<span class="story-status">Coming soon</span>
</div>
</section>





<!--

SELECTED PUBLICATIONS

-->

<section>
<h2><i class="fas fa-book-open"></i> Selected Publications*</h2>
<!-- <p class="note"> -->
<!-- </p> -->

<div class="publications-list">
*Please check my <a href="https://scholar.google.com/citations?user=7nJQpXgAAAAJ&hl=en">Google Scholar</a> for more.

<div class="pub-item">
<div style="margin-top: 0.2rem;">
<span class="venue-badge venue-aaai">CAO @ ICLR 2026</span>
</div>
<div class="pub-content">
<h3 class="pub-title">Out-of-Support Generalisation via Weight-Space Sequence Modelling</h3>
<p class="pub-authors">**RD Nzoyem**</p>
<div class="pub-links">
<a href="publications/nzoyem2026outofsupport.qmd" class="pub-link">Abstract</a>
<a href="https://arxiv.org/abs/2602.13550" class="pub-link" target="_blank">PDF</a>
<a href="#" class="pub-link">Code</a>
</div>
</div>
</div>

<div class="pub-item">
<div style="margin-top: 0.2rem;">
<span class="venue-badge venue-iclr">ICLR 2026</span>
</div>
<div class="pub-content">
<h3 class="pub-title">Weight-Space Linear Recurrent Neural Networks</h3>
<p class="pub-authors">**RD Nzoyem**, N Keshtmand, E Crespo-Fernandez, I Tsayem, R Santos-Rodriguez, DAW Barton, T Deakin</p>
<div class="pub-links">
<a href="publications/nzoyem2025weightspace.qmd" class="pub-link">Abstract</a>
<a href="https://arxiv.org/abs/2506.01153" class="pub-link" target="_blank">PDF</a>
<a href="#" class="pub-link">Code</a>
</div>
</div>
</div>

<div class="pub-item">
<div style="margin-top: 0.2rem;">
<span class="venue-badge venue-aaai">AAAI 2026 Student Abstract</span>
</div>
<div class="pub-content">
<h3 class="pub-title">Language Models Do Not Embed Numbers Continuously</h3>
<p class="pub-authors">A Davies, **RD Nzoyem**, N Ajmeri, T Silva Filho</p>
<div class="pub-links">
<!-- <a href="publications/nzoyem2025weightspace.qmd" class="pub-link">Abstract</a> -->
<a href="https://arxiv.org/pdf/2510.08009?" class="pub-link" target="_blank">PDF</a>
<a href="#" class="pub-link">Code</a>
</div>
</div>
</div>


<div class="pub-item">
<div style="margin-top: 0.2rem;">
<span class="venue-badge venue-collas">CoLLAs 2025</span>
</div>
<div class="pub-content">
<h3 class="pub-title">Reevaluating Meta-Learning Optimization Algorithms Through Contextual Self-Modulation</h3>
<p class="pub-authors">**RD Nzoyem**, DAW Barton, T Deakin</p>
<div class="pub-links">
<a href="publications/nzoyem2025reevaluating.qmd" class="pub-link">Abstract</a>
<a href="https://arxiv.org/abs/2410.01655" class="pub-link">PDF</a>
</div>
</div>
</div>


<div class="pub-item">
<div style="margin-top: 0.2rem;">
<span class="venue-badge venue-aaai">SCOPE@ICLR 2025</span>
</div>
<div class="pub-content">
<h3 class="pub-title">Towards Foundational Models for Dynamical System Reconstruction: Hierarchical Meta-Learning via Mixture of Experts</h3>
<p class="pub-authors">**RD Nzoyem**, G Stevens, A Sahota, DAW Barton, T Deakin</p>
<div class="pub-links">
<a href="publications/nzoyem2025foundational.qmd" class="pub-link">Abstract</a>
<a href="https://openreview.net/forum?id=NteuHm0UXw" class="pub-link" target="_blank">PDF</a>
<a href="#" class="pub-link">Code</a>
</div>
</div>
</div>

<div class="pub-item">
<div style="margin-top: 0.2rem;">
<span class="venue-badge venue-iclr">ICLR 2025</span>
</div>
<div class="pub-content">
<h3 class="pub-title">Neural Context Flows for Meta-Learning of Dynamical Systems</h3>
<p class="pub-authors">**RD Nzoyem**, DAW Barton, T Deakin</p>
<div class="pub-links">
<a href="publications/nzoyem2025neural.qmd" class="pub-link">Abstract</a>
<a href="https://openreview.net/forum?id=8vzMLo8LDN" class="pub-link" target="_blank">PDF</a>
<a href="#" class="pub-link">Code</a>
</div>
</div>
</div>

<div class="pub-item">
<div style="margin-top: 0.2rem;">
<span class="venue-badge venue-scw">SC'W 2023</span>
</div>
<div class="pub-content">
<h3 class="pub-title">A Comparison of Mesh-Free Differentiable Programming and Data-Driven Strategies for Optimal Control</h3>
<p class="pub-authors">**RD Nzoyem**, DAW Barton, T Deakin</B/p>
<div class="pub-links">
<a href="publications/nzoyem2023comparison.qmd" class="pub-link">Abstract</a>
<a href="https://dl.acm.org/doi/10.1145/3624062.3626078" class="pub-link" target="_blank">PDF</a>
</div>
</div>
</div>
</div>
</section>





<!--

NEWS

-->

<section>
<h2><i class="fas fa-bullhorn"></i> Latest News*</h2>
<div class="news-item">
<span class="news-date">26 Jan. 2026:</span> Our paper on Weight-Space Linear Recurrent Neural Networks was accepted at ICLR 2026. Stay tuned for a camera-ready upload soon. ☞ <a href="https://arxiv.org/abs/2506.01153" class="external" target="_blank">Link</a>
</div>
<div class="news-item">
<span class="news-date">05 Nov. 2025:</span> My thesis is out! Titled "Learning to Learn Sequential Dynamics", it integrates expertise across AI, HPC, and Scientific Computing. ☞ <a href="https://www.researchgate.net/publication/400581335_Learning_to_Learn_Sequential_Dynamics_Context-Aware_Out-of-Distribution_Adaptation_for_Time_Series_and_Physical_Systems" class="external" target="_blank">Link</a>
</div>
<div class="news-item">
<span class="news-date">24 Jun. 2025:</span> I am co-organizing a two-days conference focused on embedding domain-specific knowledge in ML models, physical and mathematical methods for AL/ML development, and applications. ☞ <a href="https://cdt-aimlac.org/cdt-conference2025.html" class="external" target="_blank">Programme</a>
</div>
<div class="news-item">
<span class="news-date">10 Jun. 2025:</span> I'm giving a flash talk the UoB's SciML in the Faculty of Engineering Workshop on a new adaptation rule I am extremely excited about: <a href="https://arxiv.org/abs/2506.01153" class="external" target="_blank">Weight-Space Linear Recurrent Neural Networks</a>. ☞ <a href="https://drive.google.com/file/d/1I2VI_c3pV2xdjeHcSQo4FiyugjY7BIKV/view?usp=sharing" class="external" target="_blank">Slides</a>
</div>
<div class="news-item">
<span class="news-date">19 May. 2025:</span> I was in Montreal for the CRM summer school on the <a href="https://www.crmath.ca/en/activities/#/type/activity/id/3993" class="external" target="_blank">Mathematical Foundations of Data Science</a>. I also attended the workshop on <a href="https://www.crmath.ca/en/activities/#/type/activity/id/3994" class="external" target="_blank">Optimization and learning: theory and applications</a>!
</div>
<div class="news-item">
<span class="news-date">22 Apr. 2025:</span> I'm attending ICLR'25 in Singapore and presenting lots of stuff. This time again, I'm looking to connect and have as much fun as possible. ☞ <a href="https://www.linkedin.com/posts/roussel-desmond-nzoyem_iclr2025-ncf-mixer-activity-7318565522189537280-rQEm?utm_source=share&utm_medium=member_desktop&rcm=ACoAAB61F7IBWaLUUAnVeGDAWO94NrKSMXnAWu4" class="external" target="_blank">LinkedIn Post</a>
</div>
<div class="news-item">
<span class="news-date">06 Mar. 2025:</span> Our latest paper <a href="https://openreview.net/forum?id=NteuHm0UXw" class="external" target="_blank">MixER: Better Mixture of Experts Routing for Hierarchical Meta-Learning</a> was unanimously accepted into the SCOPE workshop @ ICLR 2025. Looking forward to seeing everyone in Singapore!
</div>
<div class="news-item">
<span class="news-date">13 Feb. 2025:</span> I gave a talk at the University of Bristol's EPS Seminar Series and the Engineering Design Society. It's about Neural Context Flows and follow-up work on foundational models for science. ☞ <a href="https://docs.google.com/presentation/d/1bJjbbQAohUw3EmT_N7iTpv5UY-wUvfAN/edit?usp=sharing&ouid=107359549014130993105&rtpof=true&sd=true" class="external" target="_blank">Slides</a>
</div>
<div class="news-item">
<span class="news-date">22 Jan. 2025:</span> I'm delighted to announce that our paper <a href="https://openreview.net/forum?id=8vzMLo8LDN" class="external" target="_blank">Neural Context Flows</a> has been accepted into ICLR 2025. More info to come, including a blogpost with code and weights!
</div>
<a data-bs-toggle="collapse" data-bs-target="#collapseExample" aria-expanded="false" aria-controls="collapseExample">
    <span role="button"><h4 class="news-gradient">*More news!</h4></span>
</a>

<div class="collapse" id="collapseExample" style="margin-bottom:1rem;">
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<div class="news-item">
<span class="news-date">07 May. 2024:</span> I'm attending ICLR'24 in Vienna and presenting a poster at the workshop on <a href="https://ai4diffeqtnsinsci.github.io" class="external" target="_blank">AI4DifferentialEquations in Science</a>.
</div>
<div class="news-item">
<span class="news-date">17 Apr. 2024:</span> My profile now appears on the <strong>Engineering Includes Me</strong> wall in the University of Bristol's iconic Queen's Building. ☞ <a href="https://engineering.blogs.bristol.ac.uk/engineering-includes-me-roussel-desmond-nzoyem/" class="external" target="_blank">Blog Post</a>
</div>
<div class="news-item">
<span class="news-date">13 Mar. 2024:</span> I'm going to the Turing Institute to attend the launch of their Probabilistic Programming theme.
</div>
<div class="news-item">
<span class="news-date">20 Nov. 2023</span> I'm giving a talk at the 2nd workshop on Physics Enhancing Machine Learning in Applied Mechanics, held at the Institute of Physics in London, UK. ☞ <a href="https://drive.google.com/file/d/1DM1rC5qns4UA-MuWNPema72sYnKwcEw7/view?usp=sharing" class="external" target="_blank">Slides</a>
</div>
<div class="news-item">
<span class="news-date">13 Nov. 2023:</span> Our paper on mesh-free differential programming for optimal control is out during SuperComputing'23. ☞ <a href="https://dl.acm.org/doi/10.1145/3624062.3626078" class="external" target="_blank">Read here</a>
</div>
<div class="news-item">
<span class="news-date">18 Sep. 2023:</span> I'm attending the 175th European Study Group with Industry (ESGI) in Berlin, Germany.
</div>
<div class="news-item">
<span class="news-date">01 Aug. 2023:</span> I've pre-released version 0.1.4 of Updes: a mesh-free differentiable software for quick experimentation with a variety of PDEs. ☞ <a href="https://github.com/ddrous/Updec" class="external" target="_blank">Repo</a>
</div>
<div class="news-item">
<span class="news-date">10 Mar. 2023</span> I gave a talk at <a href="https://www.africa.engineering.cmu.edu" class="external" target="_blank">CMU Africa</a> on emerging techniques and applications of graph neural networks. ☞ <a href="https://youtu.be/ahG-LG0ABRQ" class="external" target="_blank">Recording</a>
</div>
<div class="news-item">
<span class="news-date">01 Dec. 2022:</span> I began my research on AI, HPC, and Scientific Machine Learning for mesh-free simulations.
</div>
<div class="news-item">
<span class="news-date">10 Oct. 2021:</span> I moved to Bristol for a PhD in the <a href="https://www.bristol.ac.uk/cdt/interactive-ai/" class="external" target="_blank">Interactive AI CDT</a>.
</div>
</div>
</div>
</section>




<!--

TALKS

-->

<section>
<h2><i class="fas fa-microphone-alt"></i> Recent Talks</h2>

<div class="talk-compact talk-with-video">
<strong><a href="https://iclr.cc/virtual/2025/poster/30735">Meta-Learning for Physical Systems</a></strong>
<span>NeuBahar Research Group Meeting, University of Alberta, Edmonton, Canada | Nov 2025</span>
<div class="talk-video">
<iframe width="100%" height="200" src="https://www.youtube.com/embed/EU4Gh4f5oGQ" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
</div>
</div>

<div class="talk-compact">
<strong><a href="https://drive.google.com/file/d/1I2VI_c3pV2xdjeHcSQo4FiyugjY7BIKV/view?usp=drive_link">Weight-Space Linear Recurrent Neural Networks</a></strong>
<span>Workshop on Scientific Machine Learning, University of Bristol, UK | June 2025</span>
</div>

<div class="talk-compact talk-with-video">
<strong><a href="https://docs.google.com/presentation/d/1pQ4SmQM-2m5yAdEu7ZVTiCdl36bbkHq5/edit?usp=drive_link&ouid=107359549014130993105&rtpof=true&sd=true">Engineering Mathematics at the University of Bristol</a></strong>
<span>STEM Up Virtual Programme, Outreach & Widening Participation Team | May 2025</span>
<div class="talk-video">
<iframe width="100%" height="200" src="https://www.youtube.com/embed/z6WxvwiFyQo" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
</div>
</div>
</section>

<div class="talk-compact">
<strong><a href="https://docs.google.com/presentation/d/1RETBA9fm0hEm67cBmsB1dOHy1kgk_K13/edit?usp=drive_link&ouid=107359549014130993105&rtpof=true&sd=true">My Background, Research, Outreach & Gender Equality in STEM</a></strong>
<span>Engineering Design + Black Engineers Talk Series, University of Bristol, UK | Feb 2025</span>
</div>

<div class="talk-compact">
<strong><a href="https://docs.google.com/presentation/d/1bJjbbQAohUw3EmT_N7iTpv5UY-wUvfAN/edit?usp=drive_link&ouid=107359549014130993105&rtpof=true&sd=true">Neural Context Flows for Meta-Learning of Dynamical Systems</a></strong>
<span>EPS Seminar Series, University of Bristol, UK | Feb 2025</span>
</div>

<div class="talk-compact">
<strong><a href="https://docs.google.com/presentation/d/1SiV7rbAGQ6aVNM8f_P3X_shZ8YpjhEAf/edit?usp=drive_link&ouid=107359549014130993105&rtpof=true&sd=true">Quarto: The Tech and its Uses</a></strong>
<span>New Ways of Publishing Workshop, University of Bristol, UK | Jun 2024</span>
</div>


<div class="talk-compact">
<strong><a href="https://drive.google.com/file/d/1DM1rC5qns4UA-MuWNPema72sYnKwcEw7/view?usp=drive_link">Differentiable Programming for Mesh-Free Fluid Control</a></strong>
<span>Physics Enhancing ML in Applied Mechanics, Institute of Physics, London | Nov 2023</span>
</div>

<div class="talk-compact">
<strong><a href="https://docs.google.com/presentation/d/16jF1fLg_QkKLhBO91zVhM14vege0d7nq/edit?usp=drive_link&ouid=107359549014130993105&rtpof=true&sd=true">User-centered PDE solvers for optimal control and reconstruction</a></strong>
<span>Pecha Kucha Student Talk, Spring Research Showcase, UK | Mar 2024</span>
</div>


<div class="talk-compact">
<strong><a href="https://docs.google.com/presentation/d/1qmafg05EtSqF9BcLmMg5adEdJILMruHW/edit?usp=drive_link&ouid=107359549014130993105&rtpof=true&sd=true">Scaling Differential Equations via Transferable Dynamics</a></strong>
<span>Flash Presentation, Barton Research Group Meeting, UK | Dec 2023</span>
</div>


<div class="talk-compact talk-with-video">
<strong><a href="https://docs.google.com/presentation/d/1pQ4SmQM-2m5yAdEu7ZVTiCdl36bbkHq5/edit?usp=drive_link&ouid=107359549014130993105&rtpof=true&sd=true">Emerging Techniques and Applications of Graph Neural Networks</a></strong>
<span>Graduate Student Seminar, CMU Africa, Kigali, Rwanda | Mar 2023</span>
<div class="talk-video">
<iframe width="100%" height="200" src="https://www.youtube.com/embed/ahG-LG0ABRQ" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
</div>
</div>
</section>



<!--

SERVICES

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<section>
<h2><i class="fas fa-tasks"></i> Recent Services</h2>
<h3>Reviewer: </h3>
<div class="service-pills">
<span class="service-pill">Euro-PAR'24</span>
<span class="service-pill">ICLR'25</span>
<span class="service-pill">ICLR'26</span>
<span class="service-pill">ICML'25 (Top Reviewer)</span>
<span class="service-pill">NeurIPS'25</span>
<span class="service-pill">SCOPE@ICLR 2025</span>
<span class="service-pill">CAO@ICLR 2026</span>
<span class="service-pill">TMLR</span>
<span class="service-pill">JAIR</span>
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<h3>Conferences:</h3>

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<strong><a href="https://cdt-aimlac.org/cdt-conference2025.html">Joint UKRI CDT Conference in Artificial Intelligence, Machine Learning & Advanced Computing</a></strong>
<span>Co-organizer | June 2025, Bristol, UK</span>
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<strong><a href="https://www.bristol.ac.uk/cdt/interactive-ai/events/spring-research-conference-2024">The Interactive AI Spring Research Conference</a></strong>
<span>Co-organizer | March 2024, Bristol, UK</span>
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<h3>Teaching @ UoB: </h3>
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<span class="service-pill">&bull;&nbsp;Introduction to Artificial Intelligence (MSc)</span> <br>
<span class="service-pill">&bull;&nbsp;High-Performance Computing (BSc/MSc)</span> <br>
<span class="service-pill">&bull;&nbsp;Overview of Computer Architecture (MSc)</span> <br>
<span class="service-pill">&bull;&nbsp;Sustainable and Cloud Computing (MSc)</span> <br>
<span class="service-pill">&bull;&nbsp;Scientific Computing (BSc/MSc)</span> <br>
<span class="service-pill">&bull;&nbsp;Engineering Mathematics 1 & 2 (BSc)</span>
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<h3>Students:</h3>

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<strong>Tassia Jones </strong>
<span>MEng Engineering Mathematics, University of Bristol, UK</span> <br>
<span>(Co-supervising with Nawid Keshtmand, Jeff Clark, and Amberly Bridgen)</span>
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<strong>Skye Goodman</strong>
<span>MEng Engineering Mathematics, University of Bristol, UK</span> <br>
<span>(Co-supervising with Nawid Keshtmand, Jeff Clark, and Amberly Bridgen)</span>
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</section>



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