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site: add Code & Software section linking GitHub repos (#1)
New 'Code' nav entry + section (after Publications) with cards for the six substantive repos (TanabeSugano, topological-magnons-Y2V2O7, siam-vqe, xanes-oxstate, phonon-omega-max, eonet-cascades). Matches existing card style; completes the bidirectional site<->repo cross-link. Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
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‎site/index.html‎

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<a href="#research">Research</a>
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<a href="#facilities">Facilities</a>
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<a href="#publications">Publications</a>
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<a href="#code">Code</a>
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<a href="#talks">Talks</a>
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<a href="#teaching">Teaching</a>
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<a href="experience.html">CV</a>
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<!-- ════════════════════════════════════════════════════════════
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CODE & SOFTWARE
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════════════════════════════════════════════════════════════ -->
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<section id="code">
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<div class="container">
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<div class="section-label reveal">Open Source</div>
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<div class="section-title reveal">Code &amp; Software</div>
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<div class="section-subtitle reveal">Research codes and machine-learning projects, all on <a href="https://github.com/liamlts" target="_blank" rel="noopener">GitHub</a>.</div>
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<div class="card-grid">
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<div class="card reveal">
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<div class="card-body">
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<h3><a href="https://github.com/liamlts/TanabeSugano" target="_blank" rel="noopener">TanabeSugano</a></h3>
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<p>Tanabe–Sugano calculator for 3d transition-metal ions: atomic d-shell plus a single-impurity Anderson model with a charge-transfer bath, using edrixs as the many-body backend for true eigenvectors and observables.</p>
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<div class="card-tags">
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<span>Multiplets</span>
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<span>edrixs</span>
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<span>Crystal Field</span>
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<span>RIXS</span>
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</div>
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<div class="card-links">
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<a href="https://github.com/liamlts/TanabeSugano" target="_blank" rel="noopener">GitHub →</a>
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</div>
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</div>
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</div>
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<div class="card reveal reveal-delay-1">
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<div class="card-body">
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<h3><a href="https://github.com/liamlts/topological-magnons-Y2V2O7" target="_blank" rel="noopener">topological-magnons-Y₂V₂O₇</a></h3>
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<p>Linear spin-wave theory and EDRIXS for topological Weyl magnons in the pyrochlore ferromagnet Y₂V₂O₇: Berry curvature, Chern numbers, the thermal Hall effect, and polarimetric RIXS signatures.</p>
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<div class="card-tags">
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<span>Magnons</span>
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<span>Berry Curvature</span>
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<span>LSWT</span>
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<span>RIXS</span>
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</div>
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<div class="card-links">
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<a href="https://github.com/liamlts/topological-magnons-Y2V2O7" target="_blank" rel="noopener">GitHub →</a>
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</div>
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</div>
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</div>
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<div class="card reveal reveal-delay-2">
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<div class="card-body">
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<h3><a href="https://github.com/liamlts/siam-vqe" target="_blank" rel="noopener">siam-vqe</a></h3>
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<p>Variational Quantum Eigensolver for single-impurity Anderson models in Qiskit, validated against EDRIXS exact diagonalization, with a path to running on IBM Quantum hardware.</p>
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<div class="card-tags">
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<span>VQE</span>
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<span>Qiskit</span>
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<span>SIAM</span>
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<span>Quantum Computing</span>
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</div>
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<div class="card-links">
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<a href="https://github.com/liamlts/siam-vqe" target="_blank" rel="noopener">GitHub →</a>
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</div>
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</div>
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</div>
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<div class="card reveal reveal-delay-3">
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<div class="card-body">
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<h3><a href="https://github.com/liamlts/xanes-oxstate" target="_blank" rel="noopener">xanes-oxstate</a></h3>
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<p>Oxidation-state classification from K-edge XANES across eight transition metals: a 1D-CNN ensemble with temperature scaling, benchmarked against per-element gradient-boosted baselines.</p>
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<div class="card-tags">
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<span>XANES</span>
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<span>Machine Learning</span>
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<span>CNN</span>
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<span>Spectroscopy</span>
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</div>
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<div class="card-links">
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<a href="https://github.com/liamlts/xanes-oxstate" target="_blank" rel="noopener">GitHub →</a>
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</div>
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</div>
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</div>
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<div class="card reveal">
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<div class="card-body">
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<h3><a href="https://github.com/liamlts/phonon-omega-max" target="_blank" rel="noopener">phonon-omega-max</a></h3>
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<p>Predicting the last-peak phonon frequency ω_max for 1,265 inorganic crystals on Matbench: a Magpie + GBDT baseline that beats published Roost, with a hand-implemented CGCNN for ablation.</p>
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<div class="card-tags">
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<span>Machine Learning</span>
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<span>Phonons</span>
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<span>Matbench</span>
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<span>Materials</span>
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</div>
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<div class="card-links">
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<a href="https://github.com/liamlts/phonon-omega-max" target="_blank" rel="noopener">GitHub →</a>
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</div>
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</div>
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</div>
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<div class="card reveal reveal-delay-1">
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<div class="card-body">
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<h3><a href="https://github.com/liamlts/eonet-cascades" target="_blank" rel="noopener">eonet-cascades</a></h3>
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<p>A spatio-temporal point-process benchmark for natural-hazard event cascades: parametric, neural, and transformer Hawkes models under a shared likelihood and evaluation harness.</p>
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<div class="card-tags">
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<span>Point Process</span>
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<span>Deep Learning</span>
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<span>Hawkes</span>
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<span>Spatio-temporal</span>
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</div>
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<div class="card-links">
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<a href="https://github.com/liamlts/eonet-cascades" target="_blank" rel="noopener">GitHub →</a>
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</div>
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</div>
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</div>
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</div>
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</div>
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</section>
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<!-- ════════════════════════════════════════════════════════════
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TALKS & PRESENTATIONS
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