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<!DOCTYPE html>
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<title>Austin Ellis | Posters</title>
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content="Research posters by Austin Ellis on machine-learning-guided materials discovery and electronic-structure modeling."
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<section class="panel reveal" style="--delay: 80ms;" aria-labelledby="posters-title">
<h1 class="panel-title" id="posters-title">Posters</h1>
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A curated set of poster work spanning machine-learning-guided materials discovery, high-pressure chemistry,
and symmetry-aware electronic-structure modeling.
</p>
<div class="poster-grid">
<article class="poster-card reveal" style="--delay: 120ms;">
<h3>ML Batched Superhydrides</h3>
<p>
Template-guided machine learning for discovering stable complex metal superhydrides and prioritizing
promising high-pressure superconducting candidates.
</p>
<a class="button-link" href="posters/ML_BatchedSuperhydrides.pdf" target="_blank" rel="noopener">View poster (PDF)</a>
</article>
<article class="poster-card reveal" style="--delay: 160ms;">
<h3>Symmetry-Aware ELF 3D-CNN</h3>
<p>
A periodic, symmetry-aware deep-learning model that predicts electron localization functions from
superposed atomic densities for fast electronic-structure screening.
</p>
<a class="button-link" href="posters/SeitzELF_3DCNN.pdf" target="_blank" rel="noopener">View poster (PDF)</a>
</article>
<article class="poster-card reveal" style="--delay: 200ms;">
<h3>Tunable Electrides in Monolayer TMDCs</h3>
<p>
Vacancy-controlled electride behavior in 2D transition-metal dichalcogenides and the impact of localized
interstitial electrons on catalytic hydrogen-evolution trends.
</p>
<a class="button-link" href="posters/TunableElectride_TMDCs.pdf" target="_blank" rel="noopener">View poster (PDF)</a>
</article>
<article class="poster-card reveal" style="--delay: 240ms;">
<h3>Cs Polyoxides and Core Reactivity Under Pressure</h3>
<p>
First-principles structure-search results showing pressure-induced breakdown of polyoxygen motifs in Cs-O
compounds and activation of Cs core-level electrons in high-pressure bonding.
</p>
<a class="button-link" href="posters/Cs_polyoxide_CoreReactivity.pdf" target="_blank" rel="noopener">View poster (PDF)</a>
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