<link>https://aizxsong.github.io/</link></image><item><title>Scalable Intelligence under Limited Supervision: Principles, Structures, and Adaptive Agents</h1> <article> <h1>Scalable Intelligence under Limited Supervision: Principles, Structures, and Adaptive Agents</h1> <p>Sat, 01 Aug 2026 00:00:00 +0000</p> </article> <article> <h1>🚀 IEEE CIS Task Force on Data-efficient Agentic Learning is established and is actively recruiting members</h1> <p>Thu, 16 Jul 2026 00:00:00 +0000</p> <p>The has been established, and I am serving as its Vice Chair.</p> <p>The Task Force brings together researchers working at the intersection of agentic AI and data-efficient learning, with the goal of building a community around this emerging area through workshops, special sessions, and collaborative research.</p> <h2 id="join-us">Join us</h2> <p>We are <strong>actively recruiting members</strong>. If you work in this area and would like to get involved, please visit the or get in touch with me by email.</p> </article> <article> <h1>🎉 New homepage is live</h1> <p>Tue, 14 Jul 2026 00:00:00 +0000</p> </article> <article> <h1>PointNSP: Autoregressive 3D Point Cloud Generation with Next-Scale Level-of-Detail Prediction</h1> <p>Mon, 01 Jun 2026 00:00:00 +0000</p> </article> <article> <h1>Semi-supervised Instruction Tuning for Large Language Models on Text-Attributed Graphs</h1> <p>Fri, 01 May 2026 00:00:00 +0000</p> </article> <article> <h1>M2PG: MoE-based Adaptive Multi-Perspective Graph Fusion for Protein Representation Learning</h1> <p>Sun, 01 Feb 2026 00:00:00 +0000</p> </article> <article> <h1>Track and Tweak: Monitoring and Improving Group Fairness for Temporal Graph Neural Networks in Real Time</h1> <p>Fri, 15 Aug 2025 00:00:00 +0000</p> </article> <article> <h1>Domain-Adapted Diffusion Model for PROTAC Linker Design Through the Lens of Density Ratio in Chemical Space</h1> <p>Tue, 15 Jul 2025 00:00:00 +0000</p> </article> <article> <h1>Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsification</h1> <p>Tue, 15 Jul 2025 00:00:00 +0000</p> </article> <article> <h1>FedEDM: Federated Equivariant Diffusion Model for 3D Molecule Generation with Enhanced Communication Efficiency</h1> <p>Thu, 01 May 2025 00:00:00 +0000</p> </article> <article> <h1>Context-aware Inductive Knowledge Graph Completion with Latent Type and Subgraph Reasoning</h1> <p>Sat, 01 Feb 2025 00:00:00 +0000</p> </article> <article> <h1>Geometric View of Soft Decorrelation in Self-Supervised Learning</h1> <p>Thu, 15 Aug 2024 00:00:00 +0000</p> </article> <article> <h1>A Systematic Survey on Federated Semi-supervised Learning</h1> <p>Thu, 01 Aug 2024 00:00:00 +0000</p> </article> <article> <h1>Towards Geometric Normalization Techniques in SE(3) Equivariant Graph Neural Networks for Physical Dynamics Simulations</h1> <p>Thu, 01 Aug 2024 00:00:00 +0000</p> </article> <article> <h1>A Diffusion-based Pre-training Framework for Crystal Property Prediction</h1> <p>Thu, 01 Feb 2024 00:00:00 +0000</p> </article> <article> <h1>Example Talk: Recent Work</h1> <p>Mon, 01 Jan 2024 00:00:00 +0000</p>  <h1 id="example-talk">Example Talk</h1> <h3 id="dr-alex-johnson--meta-ai">Dr. Alex Johnson · Meta AI</h3> <hr> <h2 id="research-overview">Research Overview</h2> <ul> <li>Multimodal LLMs</li> <li>Efficient training</li> <li>Responsible AI</li> </ul> <hr> <h2 id="code--math">Code & Math</h2> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">score</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="nb">int</span><span class="p">:</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">x</span> <span class="o">*</span> <span class="n">x</span> </span></span></code></pre></div>$$ E = mc^2 $$<hr> <h2 id="dual-column-layout">Dual Column Layout</h2> <div class="r-hstack"> <div style="flex: 1; padding-right: 1rem;"> <h3 id="left-column">Left Column</h3> <ul> <li>Point A</li> <li>Point B</li> <li>Point C</li> </ul> </div> <div style="flex: 1; padding-left: 1rem;"> <h3 id="right-column">Right Column</h3> <ul> <li>Detail 1</li> <li>Detail 2</li> <li>Detail 3</li> </ul> </div> </div> <hr>  <div style="display: flex; gap: 2rem;"> <div style="flex: 2;"> <h3 id="main-content-23-width">Main Content (2/3 width)</h3> <p>This column takes up twice the space of the right column.</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">example</span><span class="p">():</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="s2">"code works too"</span> </span></span></code></pre></div></div> <div style="flex: 1;"> <h3 id="sidebar-13-width">Sidebar (1/3 width)</h3> <blockquote class="border-l-4 border-neutral-300 dark:border-neutral-600 pl-4 italic text-neutral-600 dark:text-neutral-400 my-6"> <p><strong>Note</strong><br> Key points in smaller column</p> </blockquote> </div> </div> <hr> <h2 id="image--text-layout">Image + Text Layout</h2> <div class="r-hstack" style="align-items: center;"> <div style="flex: 1;"> <p> <figure > <div class="flex justify-center "> <div class="w-full" ></div> </div></figure> </p> </div> <div style="flex: 1; padding-left: 2rem;"> <h3 id="results">Results</h3> <ul> <li>95% accuracy</li> <li>10x faster inference</li> <li>Lower memory usage</li> </ul> <span class="fragment " > <strong>Breakthrough!</strong> </span> </div> </div> <hr> <h2 id="speaker-notes">Speaker Notes</h2> <p>Press <strong>S</strong> to open presenter view with notes!</p> <p>This slide has hidden speaker notes below.</p> <p>Note:</p> <ul> <li>This is a <strong>speaker note</strong> (only visible in presenter view)</li> <li>Press <code>S</code> key to open presenter console</li> <li>Perfect for remembering key talking points</li> <li>Can include reminders, timing, references</li> <li>Supports <strong>Markdown</strong> formatting too!</li> </ul> <hr> <h2 id="progressive-reveals">Progressive Reveals</h2> <p>Content appears step-by-step:</p> <span class="fragment " > First point appears </span> <span class="fragment " > Then the second point </span> <span class="fragment " > Finally the conclusion </span> <span class="fragment highlight-red" > This one can be <strong>highlighted</strong>! </span> <p>Note: Use fragments to control pacing and maintain audience attention. Each fragment appears on click.</p> <hr> <h2 id="diagrams-with-mermaid">Diagrams with Mermaid</h2> <div class="mermaid">graph LR A[Research Question] --> B{Hypothesis} B -->|Valid| C[Experiment] B -->|Invalid| D[Revise] C --> E[Analyze Data] E --> F{Significant?} F -->|Yes| G[Publish] F -->|No| D </div> <p>Perfect for: Workflows, architectures, processes</p> <p>Note: Mermaid diagrams are created from simple text. They’re version-controllable and edit anywhere!</p> <hr> <h2 id="research-results">Research Results</h2> <table> <thead> <tr> <th>Model</th> <th>Accuracy</th> <th>Speed</th> <th>Memory</th> </tr> </thead> <tbody> <tr> <td>Baseline</td> <td>87.3%</td> <td>1.0x</td> <td>2GB</td> </tr> <tr> <td>Ours (v1)</td> <td>92.1%</td> <td>1.5x</td> <td>1.8GB</td> </tr> <tr> <td><strong>Ours (v2)</strong></td> <td><strong>95.8%</strong></td> <td><strong>2.3x</strong></td> <td><strong>1.2GB</strong></td> </tr> </tbody> </table> <blockquote class="border-l-4 border-neutral-300 dark:border-neutral-600 pl-4 italic text-neutral-600 dark:text-neutral-400 my-6"> <p><strong>Key Finding:</strong> 8.5% improvement over baseline with 40% memory reduction</p> </blockquote> <p>Note: Tables are perfect for comparative results. Markdown tables are simple and version-control friendly.</p> <hr> <section data-noprocess data-shortcode-slide data-background-color="#1e3a8a" > <h2 id="custom-backgrounds">Custom Backgrounds</h2> <p>This slide has a <strong>blue background</strong>!</p> <p>You can customize:</p> <ul> <li>Background colors</li> <li>Background images</li> <li>Gradients</li> <li>Videos (yes, really!)</li> </ul> <p>Use <code>{{< slide background-color="#hex" >}}</code></p> <hr> <h2 id="vertical-navigation">Vertical Navigation</h2> <p><strong>There’s more content below! ⬇️</strong></p> <p>Press the <strong>Down Arrow</strong> to see substeps.</p> <p>Note: This demonstrates Reveal.js’s vertical slide feature. Great for optional details or deep dives.</p> <hr> <section data-noprocess data-shortcode-slide id="substep-1" > <h3 id="substep-1-details">Substep 1: Details</h3> <p>This is additional content in a vertical stack.</p> <p>Navigate down for more, or right to skip to next topic →</p> <hr> <section data-noprocess data-shortcode-slide id="substep-2" > <h3 id="substep-2-more-details">Substep 2: More Details</h3> <p>Even more detailed information.</p> <p>Press <strong>Up Arrow</strong> to go back, or <strong>Right Arrow</strong> to continue.</p> <hr> <h2 id="citations--quotes">Citations & Quotes</h2> <blockquote class="border-l-4 border-neutral-300 dark:border-neutral-600 pl-4 italic text-neutral-600 dark:text-neutral-400 my-6"> <p>“The best way to predict the future is to invent it.”</p> <p>— Alan Kay</p> </blockquote> <p>Or reference research:</p> <blockquote class="border-l-4 border-neutral-300 dark:border-neutral-600 pl-4 italic text-neutral-600 dark:text-neutral-400 my-6"> <p>Recent work by Smith et al. (2024) demonstrates that Markdown-based slides improve reproducibility by 78% compared to proprietary formats<sup id="fnref:1"><a href="#fn:1" class="footnote-ref" role="doc-noteref">1</a></sup>.</p> </blockquote> <hr> <h2 id="media-youtube-videos">Media: YouTube Videos</h2> <div style="position: relative; padding-bottom: 56.25%; height: 0; overflow: hidden;"> </div> <p>Note: Embed YouTube videos with just the video ID. Perfect for demos, tutorials, or interviews.</p> <hr> <h2 id="media-all-options">Media: All Options</h2> <p>Embed various media types with simple shortcodes:</p> <ul> <li><strong>YouTube</strong>: <code>{{< youtube VIDEO_ID >}}</code></li> <li><strong>Bilibili</strong>: <code>{{< bilibili id="BV1..." >}}</code></li> <li><strong>Local videos</strong>: <code>{{< video src="file.mp4" controls="yes" >}}</code></li> <li><strong>Audio</strong>: <code>{{< audio src="file.mp3" >}}</code></li> </ul> <p>Perfect for demos, interviews, tutorials, or podcasts!</p> <p>Note: All media types work seamlessly in slides. Just use the appropriate shortcode.</p> <hr> <h2 id="interactive-elements">Interactive Elements</h2> <p>Try these keyboard shortcuts:</p> <ul> <li><code>→</code> <code>←</code> : Navigate slides</li> <li><code>↓</code> <code>↑</code> : Vertical navigation</li> <li><code>S</code> : Speaker notes</li> <li><code>F</code> : Fullscreen</li> <li><code>O</code> : Overview mode</li> <li><code>/</code> : Search</li> <li><code>ESC</code> : Exit modes</li> </ul> <hr>  <h2 id="hidden-slide-demo-inline-comment">Hidden Slide Demo (Inline Comment)</h2> <p>This slide is hidden using the <code></code> comment method.</p> <p>Perfect for:</p> <ul> <li>Speaker-only content</li> <li>Backup slides</li> <li>Work-in-progress content</li> </ul> <p>Note: This slide won’t appear in the presentation but remains in source for reference.</p> <hr> <h2 id="thanks">Thanks</h2> <h3 id="questions">Questions?</h3> <ul> <li>🌐 Website: </li> <li>🐦 X/Twitter: </li> <li>💬 Discord: </li> <li>⭐ GitHub: </li> </ul> <p><strong>All slides created with Markdown</strong> • No vendor lock-in • Edit anywhere</p> <p>Note: Thank you for your attention! Feel free to reach out with questions or contributions.</p> <hr> <h2 id="-branding-your-slides">🎨 Branding Your Slides</h2> <p>Add your identity to every slide with simple configuration!</p> <p><strong>What you can add:</strong></p> <table> <thead> <tr> <th>Element</th> <th>Position Options</th> </tr> </thead> <tbody> <tr> <td>Logo</td> <td>top-left, top-right, bottom-left, bottom-right</td> </tr> <tr> <td>Title</td> <td>Same as above</td> </tr> <tr> <td>Author</td> <td>Same as above</td> </tr> <tr> <td>Footer Text</td> <td>Same + bottom-center</td> </tr> </tbody> </table> <p>Edit the <code>branding:</code> section in your slide’s front matter (top of file).</p> <hr> <h2 id="-adding-your-logo">📁 Adding Your Logo</h2> <ol> <li>Place your logo in <code>assets/media/</code> folder</li> <li>Use SVG format for best results (auto-adapts to any theme!)</li> <li>Add to front matter:</li> </ol> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">branding</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">logo</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">filename</span><span class="p">:</span><span class="w"> </span><span class="s2">"your-logo.svg"</span><span class="w"> </span><span class="c"># Must be in assets/media/</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">position</span><span class="p">:</span><span class="w"> </span><span class="s2">"top-right"</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">width</span><span class="p">:</span><span class="w"> </span><span class="s2">"60px"</span><span class="w"> </span></span></span></code></pre></div><p><strong>Tip:</strong> SVGs with <code>fill="currentColor"</code> automatically match theme colors!</p> <hr> <h2 id="-title--author-overlays">📝 Title & Author Overlays</h2> <p>Show presentation title and/or author on every slide:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">branding</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">title</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">show</span><span class="p">:</span><span class="w"> </span><span class="kc">true</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">position</span><span class="p">:</span><span class="w"> </span><span class="s2">"bottom-left"</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">text</span><span class="p">:</span><span class="w"> </span><span class="s2">"Short Title"</span><span class="w"> </span><span class="c"># Optional: override long page title</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">author</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">show</span><span class="p">:</span><span class="w"> </span><span class="kc">true</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">position</span><span class="p">:</span><span class="w"> </span><span class="s2">"bottom-right"</span><span class="w"> </span></span></span></code></pre></div><p>Author is auto-detected from page front matter (<code>author:</code> or <code>authors:</code>).</p> <hr> <h2 id="-footer-text">📄 Footer Text</h2> <p>Add copyright, conference name, or any persistent text:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nt">branding</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">footer</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">text</span><span class="p">:</span><span class="w"> </span><span class="s2">"© 2024 Your Name · ICML 2024"</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">position</span><span class="p">:</span><span class="w"> </span><span class="s2">"bottom-center"</span><span class="w"> </span></span></span></code></pre></div><p><strong>Tip:</strong> Supports Markdown! Use <code>[Link](url)</code> for clickable links.</p> <hr>  <h2 id="-hiding-branding-per-slide">🔇 Hiding Branding Per-Slide</h2> <p>Sometimes you want a clean slide (title slides, full-screen images).</p> <p>Add this comment at the <strong>start</strong> of your slide content:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="gu">## My Clean Slide </span></span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl">Content here... </span></span></code></pre></div><p>☝️ <strong>This slide uses <code></code></strong> — notice no logo or overlays!</p> <hr>  <h2 id="-selective-hiding">🔇 Selective Hiding</h2> <p>Hide just the header (logo + title):</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl"> </span></span></code></pre></div><p>Or just the footer (author + footer text):</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl"> </span></span></code></pre></div><p>☝️ <strong>This slide uses <code></code></strong> — footer still visible below!</p> <hr>  <h2 id="-quick-reference">✅ Quick Reference</h2> <table> <thead> <tr> <th>Comment</th> <th>Hides</th> </tr> </thead> <tbody> <tr> <td><code></code></td> <td>Everything (logo, title, author, footer)</td> </tr> <tr> <td><code></code></td> <td>Logo + Title overlay</td> </tr> <tr> <td><code></code></td> <td>Author + Footer text</td> </tr> </tbody> </table> <p>☝️ <strong>This slide uses <code></code></strong> — logo still visible above!</p> <hr> <h2 id="-get-started">🚀 Get Started</h2> <ol> <li>Copy this example’s front matter as a starting point</li> <li>Replace logo with yours in <code>assets/media/</code></li> <li>Customize positions and text</li> <li>Use <code></code> for special slides</li> </ol> <p><strong>Pro tip:</strong> Set site-wide defaults in <code>config/_default/params.yaml</code> under <code>slides.branding</code>!</p> <div class="footnotes" role="doc-endnotes"> <hr> <ol> <li id="fn:1"> <p>Smith, J. et al. (2024). <em>Open Science Presentations</em>. Nature Methods. <a href="#fnref:1" class="footnote-backref" role="doc-backlink">↩︎</a></p> </li> </ol> </div> </article> <article> <h1>Tackling Long-tailed Distribution Issue in Graph Neural Networks via Normalization</h1> <p>Mon, 01 Jan 2024 00:00:00 +0000</p> </article> <article> <h1>Mitigating the Popularity Bias in Graph-based Collaborative Filtering</h1> <p>Fri, 01 Dec 2023 00:00:00 +0000</p> </article> <article> <h1>No Change, No Gain: Empowering Graph Neural Networks with Expected Model Change Maximization for Active Learning</h1> <p>Fri, 01 Dec 2023 00:00:00 +0000</p> </article> <article> <h1>Optimal Block-wise Asymmetric Graph Construction for Graph-based Semi-supervised Learning</h1> <p>Fri, 01 Dec 2023 00:00:00 +0000</p> </article> <article> <h1>Predicting Global Label Relationship Matrix for Graph Neural Networks under Heterophily</h1> <p>Fri, 01 Dec 2023 00:00:00 +0000</p> </article> <article> <h1>Towards Fair Financial Services for All: A Temporal GNN Approach for Individual Fairness on Transaction Networks</h1> <p>Sun, 01 Oct 2023 00:00:00 +0000</p> </article> <article> <h1>Contrastive Cross-scale Graph Knowledge Synergy</h1> <p>Tue, 15 Aug 2023 00:00:00 +0000</p> </article> <article> <h1>WSFE: Wasserstein Sub-graph Feature Encoder for Effective User Segmentation in Collaborative Filtering</h1> <p>Sat, 01 Jul 2023 00:00:00 +0000</p> </article> <article> <h1>Graph Component Contrastive Learning for Concept Relatedness Estimation</h1> <p>Wed, 01 Feb 2023 00:00:00 +0000</p> </article> <article> <h1>SFA: Spectral Feature Augmentation for Graph Contrastive Learning</h1> <p>Wed, 01 Feb 2023 00:00:00 +0000</p> </article> <article> <h1>A Survey on Deep Semi-supervised Learning</h1> <p>Sun, 01 Jan 2023 00:00:00 +0000</p> </article> <article> <h1>Graph-based Semi-supervised Learning: A Comprehensive Review</h1> <p>Sun, 01 Jan 2023 00:00:00 +0000</p> </article> <article> <h1>COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning</h1> <p>Mon, 15 Aug 2022 00:00:00 +0000</p> </article> <article> <h1>Towards an Optimal Asymmetric Graph Structure for Robust Semi-supervised Node Classification</h1> <p>Mon, 15 Aug 2022 00:00:00 +0000</p> </article> <article> <h1>Hierarchical Heterogeneous Graph Attention Network for Syntax-Aware Summarization</h1> <p>Tue, 01 Feb 2022 00:00:00 +0000</p> </article> <article> <h1>Semi-supervised Multi-label Learning for Graph-structured Data</h1> <p>Fri, 01 Oct 2021 00:00:00 +0000</p> </article> <article> <h1>Create Beautiful Presentations with Markdown</h1> <p>Sun, 01 Jan 2017 00:00:00 +0000</p> <h2 id="-why-markdown-slides">🎯 Why Markdown Slides?</h2> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-green-100 dark:bg-green-900 border-green-500" data-callout="success" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-green-600 dark:text-green-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M9 12.75L11.25 15L15 9.75M21 12a9 9 0 1 1-18 0a9 9 0 0 1 18 0"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1">True Presentation Freedom</div> <div class="callout-body"><p>Unlike PowerPoint or Keynote, your presentations are <strong>future-proof</strong>, <strong>portable</strong>, and completely <strong>under your control</strong>. No proprietary formats, no vendor lock-in, no subscription fees.</p></div> </div> </div> <h3 id="the-problem-with-traditional-slides">The Problem with Traditional Slides</h3> <p><strong>PowerPoint & Keynote:</strong></p> <ul> <li>💸 Expensive licenses or subscriptions</li> <li>🔒 Proprietary file formats (<code>.pptx</code>, <code>.key</code>)</li> <li>💻 Platform-specific (Windows/Mac only)</li> <li>📦 Large binary files</li> <li>🚫 Difficult to version control</li> <li>😰 Lost formatting when sharing</li> </ul> <p><strong>Google Slides:</strong></p> <ul> <li>☁️ Requires internet connection</li> <li>🔐 Data stored on Google’s servers</li> <li>📱 Limited offline editing</li> <li>🎨 Formatting breaks when exporting</li> <li>🔗 Dependency on Google’s platform</li> </ul> <h3 id="the-hugo-blox-solution">The Hugo Blox Solution</h3> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-emerald-100 dark:bg-emerald-900 border-emerald-500" data-callout="tip" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-emerald-600 dark:text-emerald-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 18v-5.25m0 0a6 6 0 0 0 1.5-.189m-1.5.189a6 6 0 0 1-1.5-.189m3.75 7.478a12.1 12.1 0 0 1-4.5 0m3.75 2.383a14.4 14.4 0 0 1-3 0M14.25 18v-.192c0-.983.658-1.823 1.508-2.316a7.5 7.5 0 1 0-7.517 0c.85.493 1.509 1.333 1.509 2.316V18"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1"><strong>Markdown Changes Everything</strong></div> <div class="callout-body"><p>Write your presentations in simple, human-readable Markdown. Edit anywhere, present anywhere, own forever.</p></div> </div> </div> <hr> <h2 id="-what-you-get">✨ What You Get</h2> <h3 id="-professional-design-zero-effort">🎨 Professional Design, Zero Effort</h3> <ul> <li><strong>15+ Built-in Themes</strong> — Black, white, sky, league, and more</li> <li><strong>Syntax Highlighting</strong> — Beautiful code blocks with 50+ languages</li> <li><strong>Math Support</strong> — LaTeX equations render perfectly: $E = mc^2$</li> <li><strong>Responsive</strong> — Looks great on any screen size</li> </ul> <h3 id="-write-in-plain-text">📝 Write in Plain Text</h3> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl"><span class="gu">## My Slide Title </span></span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="k">-</span> Point one </span></span><span class="line"><span class="cl"><span class="k">-</span> Point two </span></span><span class="line"><span class="cl"><span class="k">-</span> Point three </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="s">```python </span></span></span><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">hello</span><span class="p">():</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="s2">"World!"</span> </span></span><span class="line"><span class="cl"><span class="s">```</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl">--- </span></span></code></pre></div><p>That’s it! No complex UI, no formatting headaches.</p> <h3 id="-edit-anywhere-anytime">🔄 Edit Anywhere, Anytime</h3> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-purple-100 dark:bg-purple-900 border-purple-500" data-callout="important" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-purple-600 dark:text-purple-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 9v3.75m9-.75a9 9 0 1 1-18 0a9 9 0 0 1 18 0m-9 3.75h.008v.008H12z"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1"><strong>Zero Lock-In</strong></div> <div class="callout-body"><p>Your slides are just Markdown files. Edit them in:</p> <ul> <li><strong>Ownable CMS</strong> — Visual editing with live preview</li> <li><strong>VS Code</strong> — With Markdown extensions</li> <li><strong>Obsidian</strong> — Note-taking app that speaks Markdown</li> <li><strong>Typora</strong> — Minimal distraction writing</li> <li><strong>Any text editor</strong> — Even Notepad works!</li> </ul></div> </div> </div> <div class="text-left"> <a id="button-ff5434c33e7f3eab1e3e4dedf86c1c6e" href="https://docs.hugoblox.com/guides/studio/" target="_blank" rel="noopener noreferrer" class="inline-flex items-center gap-2 font-medium no-underline transition-all duration-300 ease-out transform-gpu focus:outline-none focus:ring-4 focus:ring-offset-2 focus:ring-offset-white dark:focus:ring-offset-zinc-900 disabled:opacity-50 disabled:cursor-not-allowed disabled:pointer-events-none bg-gradient-to-br from-secondary-500 to-secondary-600 hover:from-secondary-600 hover:to-secondary-700 active:from-secondary-700 active:to-secondary-800 text-white shadow-lg shadow-secondary-500/25 hover:shadow-xl hover:shadow-secondary-500/30 hover:scale-105 active:scale-95 focus:ring-secondary-500/50 px-4 py-2 text-base rounded-xl" role="button" aria-label="Try Ownable CMS" > <span class="flex-shrink-0"> <svg class="w-4 h-4" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M9.53 16.122a3 3 0 0 0-5.78 1.128a2.25 2.25 0 0 1-2.4 2.245a4.5 4.5 0 0 0 8.4-2.245c0-.399-.078-.78-.22-1.128m0 0a16 16 0 0 0 3.388-1.62m-5.043-.025a16 16 0 0 1 1.622-3.395m3.42 3.42a16 16 0 0 0 4.764-4.648l3.876-5.814a1.151 1.151 0 0 0-1.597-1.597L14.146 6.32a16 16 0 0 0-4.649 4.764m3.42 3.42a6.78 6.78 0 0 0-3.42-3.42"/></svg> </span> <span>Try Ownable CMS</span> </a> </div> <h3 id="-advanced-features">🎯 Advanced Features</h3> <p><strong>Dual Column Layouts:</strong></p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl"><div style="display: flex; gap: 2rem;"> </span></span><span class="line"><span class="cl"> <div style="flex: 1;">Column 1</div> </span></span><span class="line"><span class="cl"> <div style="flex: 1;">Column 2</div> </span></span><span class="line"><span class="cl"></div> </span></span></code></pre></div><p><strong>Fragment Animations:</strong></p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl">{{< fragment >}}Appear on click!{{< /fragment >}} </span></span></code></pre></div><p><strong>Speaker Notes:</strong></p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl">Note: Your private notes here </span></span><span class="line"><span class="cl">(visible in presenter view only) </span></span></code></pre></div><p><strong>Vertical Slide Stacks:</strong> Navigate down for sub-topics!</p> <hr> <h2 id="-getting-started-is-easy">🚀 Getting Started is Easy</h2> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-purple-100 dark:bg-purple-900 border-purple-500" data-callout="example" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-purple-600 dark:text-purple-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M9.75 3.104v5.714a2.25 2.25 0 0 1-.659 1.591L5 14.5M9.75 3.104q-.376.034-.75.082m.75-.082a24.3 24.3 0 0 1 4.5 0m0 0v5.714c0 .597.237 1.17.659 1.591L19.8 15.3M14.25 3.104q.377.034.75.082M19.8 15.3l-1.57.393A9.07 9.07 0 0 1 12 15a9.07 9.07 0 0 0-6.23-.693L5 14.5m14.8.8l1.402 1.402c1.232 1.232.65 3.318-1.067 3.611A48.3 48.3 0 0 1 12 21a48 48 0 0 1-8.135-.687c-1.718-.293-2.3-2.379-1.067-3.61L5 14.5"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1"><strong>Create Your First Slide Deck in 3 Steps</strong></div> <div class="callout-body"></div> </div> </div> <h3 id="step-1-create-your-slides">Step 1: Create Your Slides</h3> <p>Create <code>content/slides/my-talk/index.md</code>:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nn">---</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nt">title</span><span class="p">:</span><span class="w"> </span><span class="s2">"My Amazing Talk"</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l">slides</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nt">slides</span><span class="p">:</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span><span class="nt">theme</span><span class="p">:</span><span class="w"> </span><span class="l">black</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nn">---</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="c"># My Amazing Talk</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="c">### Your Name</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nn">---</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="c">## Main Points</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl">- <span class="l">Point 1</span><span class="w"> </span></span></span><span class="line"><span class="cl">- <span class="l">Point 2</span><span class="w"> </span></span></span><span class="line"><span class="cl">- <span class="l">Point 3</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nn">---</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="c">## Thank You!</span><span class="w"> </span></span></span></code></pre></div><h3 id="step-2-link-to-your-event">Step 2: Link to Your Event</h3> <p>In your event page (<code>content/events/my-event/index.md</code>):</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"><span class="line"><span class="cl"><span class="nn">---</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nt">title</span><span class="p">:</span><span class="w"> </span><span class="s2">"My Conference Presentation"</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nt">slides</span><span class="p">:</span><span class="w"> </span><span class="s2">"my-talk"</span><span class="w"> </span><span class="c"># References the slides folder name</span><span class="w"> </span></span></span><span class="line"><span class="cl"><span class="nn">---</span><span class="w"> </span></span></span></code></pre></div><h3 id="step-3-present">Step 3: Present!</h3> <p>Your slides are automatically:</p> <ul> <li>✅ Embedded on the event page</li> <li>✅ Available in fullscreen mode (click <span class="inline-block pr-1"> <span style="height: 1em; transform: translateY(0.1em);">arrows-expand</span> </span> button)</li> <li>✅ Accessible at a direct URL</li> <li>✅ Keyboard-navigatable (→ ← keys)</li> </ul> <div class="text-center"> <a id="button-3f098d62b17fdd4113898a5c7822d589" href="https://docs.hugoblox.com/guides/slides/" rel="noreferrer" class="inline-flex items-center gap-2 font-medium no-underline transition-all duration-300 ease-out transform-gpu focus:outline-none focus:ring-4 focus:ring-offset-2 focus:ring-offset-white dark:focus:ring-offset-zinc-900 disabled:opacity-50 disabled:cursor-not-allowed disabled:pointer-events-none bg-white dark:bg-zinc-900 border-2 border-primary-500 text-primary-600 dark:text-primary-400 hover:bg-primary-50 dark:hover:bg-primary-950/50 hover:border-primary-600 active:bg-primary-100 dark:active:bg-primary-950 shadow-md hover:shadow-lg hover:scale-105 active:scale-95 focus:ring-primary-500/50 px-4 py-2 text-base rounded-lg" role="button" aria-label="Read Full Documentation" > <span class="flex-shrink-0"> <svg class="w-4 h-4" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 6.042A8.97 8.97 0 0 0 6 3.75c-1.052 0-2.062.18-3 .512v14.25A9 9 0 0 1 6 18c2.305 0 4.408.867 6 2.292m0-14.25a8.97 8.97 0 0 1 6-2.292c1.052 0 2.062.18 3 .512v14.25A9 9 0 0 0 18 18a8.97 8.97 0 0 0-6 2.292m0-14.25v14.25"/></svg> </span> <span>Read Full Documentation</span> </a> </div> <hr> <h2 id="-why-academics--researchers-love-it">💎 Why Academics & Researchers Love It</h2> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-gray-100 dark:bg-gray-800 border-gray-500" data-callout="quote" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-gray-600 dark:text-gray-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M20.25 8.511c.884.284 1.5 1.128 1.5 2.097v4.286c0 1.136-.847 2.1-1.98 2.193q-.51.041-1.02.072v3.091l-3-3q-2.031 0-4.02-.163a2.1 2.1 0 0 1-.825-.242m9.345-8.334a2 2 0 0 0-.476-.095a48.6 48.6 0 0 0-8.048 0c-1.131.094-1.976 1.057-1.976 2.192v4.286c0 .837.46 1.58 1.155 1.951m9.345-8.334V6.637c0-1.621-1.152-3.026-2.76-3.235A48.5 48.5 0 0 0 11.25 3c-2.115 0-4.198.137-6.24.402c-1.608.209-2.76 1.614-2.76 3.235v6.226c0 1.621 1.152 3.026 2.76 3.235q.865.113 1.74.194V21l4.155-4.155"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1">Quote</div> <div class="callout-body"><p>“I can finally version control my presentations with Git, collaborate using GitHub, and never worry about formatting breaking again. Game changer for reproducible research!” — <em>Dr. Xin Liu, MIT</em></p></div> </div> </div> <h3 id="perfect-for-research">Perfect for Research</h3> <ul> <li><strong>Version Control</strong> — Track every change with Git</li> <li><strong>Collaboration</strong> — Use GitHub pull requests for slide reviews</li> <li><strong>Reproducibility</strong> — Slides are plain text, commit them with your code</li> <li><strong>Open Science</strong> — Share presentations on GitHub, no barriers</li> <li><strong>Citations</strong> — Include BibTeX references easily</li> <li><strong>Jupyter Integration</strong> — Embed notebooks and visualizations</li> </ul> <h3 id="perfect-for-teaching">Perfect for Teaching</h3> <ul> <li><strong>Reusable Content</strong> — Mix and match slides across courses</li> <li><strong>Student Contributions</strong> — Students can submit slide PRs</li> <li><strong>Live Coding</strong> — Syntax highlighting for all languages</li> <li><strong>Interactive Examples</strong> — Embed interactive visualizations</li> <li><strong>Accessible</strong> — Keyboard navigation, screen reader friendly</li> </ul> <hr> <h2 id="-see-it-in-action">🎬 See It In Action</h2> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-blue-100 dark:bg-blue-900 border-blue-500" data-callout="note" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-blue-600 dark:text-blue-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="m16.862 4.487l1.687-1.688a1.875 1.875 0 1 1 2.652 2.652L6.832 19.82a4.5 4.5 0 0 1-1.897 1.13l-2.685.8l.8-2.685a4.5 4.5 0 0 1 1.13-1.897zm0 0L19.5 7.125"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1">Note</div> <div class="callout-body"><p><strong>Try it now!</strong> The slides embedded above demonstrate all these features:</p> <ul> <li>Code highlighting with Python</li> <li>Mathematical equations with LaTeX</li> <li>Dual column layouts (slides 4-6)</li> <li>Fragment animations</li> <li>Multiple themes</li> </ul> <p>Click the <span class="inline-block pr-1"> <span style="height: 1em; transform: translateY(0.1em);">arrows-expand</span> </span> <strong>fullscreen button</strong> (top right) to experience presentation mode!</p></div> </div> </div> <h3 id="live-features-to-try">Live Features to Try</h3> <ol> <li><strong>Navigate</strong>: Use arrow keys (→ ←) or click controls</li> <li><strong>Fullscreen</strong>: Click the expand button to go fullscreen</li> <li><strong>Speaker Notes</strong>: Press <code>S</code> to open presenter view (try it!)</li> <li><strong>Overview</strong>: Press <code>ESC</code> to see all slides at once</li> <li><strong>Search</strong>: Press <code>/</code> to search slide content</li> <li><strong>Zoom</strong>: <code>Alt+Click</code> to zoom into details</li> </ol> <div class="text-left"> <a id="button-7519dfcc27cf03dd985a63a0b9a6155b" href="https://aizxsong.github.io/slides/example/" target="_blank" rel="noopener" class="inline-flex items-center gap-2 font-medium no-underline transition-all duration-300 ease-out transform-gpu focus:outline-none focus:ring-4 focus:ring-offset-2 focus:ring-offset-white dark:focus:ring-offset-zinc-900 disabled:opacity-50 disabled:cursor-not-allowed disabled:pointer-events-none bg-transparent text-primary-600 dark:text-primary-400 hover:bg-primary-50 dark:hover:bg-primary-950/50 active:bg-primary-100 dark:active:bg-primary-950 hover:scale-105 active:scale-95 focus:ring-primary-500/50 px-4 py-2 text-base rounded-lg" role="button" aria-label="Open Slides in New Tab" > <span class="flex-shrink-0"> <span class="flex items-center justify-center leading-none text-lg">external-link</span> </span> <span>Open Slides in New Tab</span> </a> </div> <hr> <h2 id="-comparison">🆚 Comparison</h2> <table> <thead> <tr> <th>Feature</th> <th>PowerPoint</th> <th>Google Slides</th> <th><strong>Hugo Blox</strong></th> </tr> </thead> <tbody> <tr> <td><strong>Cost</strong></td> <td>$159.99/year</td> <td>Free*</td> <td><strong>Free Forever</strong></td> </tr> <tr> <td><strong>Format</strong></td> <td>Binary (<code>.pptx</code>)</td> <td>Proprietary</td> <td><strong>Plain Markdown</strong></td> </tr> <tr> <td><strong>Version Control</strong></td> <td>❌ Difficult</td> <td>❌ Limited</td> <td><strong>✅ Git Native</strong></td> </tr> <tr> <td><strong>Offline Editing</strong></td> <td>✅ Yes</td> <td>⚠️ Limited</td> <td><strong>✅ Fully Offline</strong></td> </tr> <tr> <td><strong>Platform Lock-in</strong></td> <td>⚠️ Microsoft</td> <td>⚠️ Google</td> <td><strong>✅ None</strong></td> </tr> <tr> <td><strong>Code Highlighting</strong></td> <td>⚠️ Basic</td> <td>⚠️ Limited</td> <td><strong>✅ 50+ Languages</strong></td> </tr> <tr> <td><strong>Math Equations</strong></td> <td>⚠️ Clunky</td> <td>⚠️ Basic</td> <td><strong>✅ Full LaTeX</strong></td> </tr> <tr> <td><strong>Portability</strong></td> <td>❌ Poor</td> <td>❌ Requires Google</td> <td><strong>✅ Works Anywhere</strong></td> </tr> <tr> <td><strong>Future-Proof</strong></td> <td>❌ Format changes</td> <td>⚠️ API changes</td> <td><strong>✅ Plain Text Forever</strong></td> </tr> <tr> <td><strong>Open Source</strong></td> <td>❌ No</td> <td>❌ No</td> <td><strong>✅ Yes</strong></td> </tr> </tbody> </table> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-green-100 dark:bg-green-900 border-green-500" data-callout="success" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-green-600 dark:text-green-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M9 12.75L11.25 15L15 9.75M21 12a9 9 0 1 1-18 0a9 9 0 0 1 18 0"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1">Success</div> <div class="callout-body"><p><strong>Hugo Blox wins on freedom, portability, and long-term sustainability.</strong></p></div> </div> </div> <hr> <h2 id="-advanced-capabilities">🛠️ Advanced Capabilities</h2> <h3 id="code-blocks-with-syntax-highlighting">Code Blocks with Syntax Highlighting</h3> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">torch</span> </span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">Transformer</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">d_model</span><span class="o">=</span><span class="mi">512</span><span class="p">,</span> <span class="n">nhead</span><span class="o">=</span><span class="mi">8</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> </span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">attention</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MultiheadAttention</span><span class="p">(</span><span class="n">d_model</span><span class="p">,</span> <span class="n">nhead</span><span class="p">)</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span> </span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">attention</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> </span></span></code></pre></div><h3 id="mathematical-equations">Mathematical Equations</h3> <p>Display equations with LaTeX:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-latex" data-lang="latex"><span class="line"><span class="cl"><span class="sb">$$</span><span class="nb"> </span></span></span><span class="line"><span class="cl"><span class="nv">\nabla</span><span class="nb"> </span><span class="nv">\times</span><span class="nb"> </span><span class="nv">\vec</span><span class="nb">{E} </span><span class="o">=</span><span class="nb"> </span><span class="o">-</span><span class="nv">\frac</span><span class="nb">{</span><span class="nv">\partial</span><span class="nb"> </span><span class="nv">\vec</span><span class="nb">{B}}{</span><span class="nv">\partial</span><span class="nb"> t} </span></span></span><span class="line"><span class="cl"><span class="s">$$</span> </span></span><span class="line"><span class="cl"> </span></span><span class="line"><span class="cl"><span class="sb">$$</span><span class="nb"> </span></span></span><span class="line"><span class="cl"><span class="nv">\int</span><span class="nb">_{</span><span class="o">-</span><span class="nv">\infty</span><span class="nb">}^{</span><span class="nv">\infty</span><span class="nb">} e^{</span><span class="o">-</span><span class="nb">x^</span><span class="m">2</span><span class="nb">} dx </span><span class="o">=</span><span class="nb"> </span><span class="nv">\sqrt</span><span class="nb">{</span><span class="nv">\pi</span><span class="nb">} </span></span></span><span class="line"><span class="cl"><span class="s">$$</span> </span></span></code></pre></div><h3 id="dual-column-layouts">Dual Column Layouts</h3> <p>Perfect for before/after comparisons, code + explanation, or image + text:</p> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl"><div style="display: flex; gap: 2rem;"> </span></span><span class="line"><span class="cl"> <div style="flex: 1;">Left content</div> </span></span><span class="line"><span class="cl"> <div style="flex: 1;">Right content</div> </span></span><span class="line"><span class="cl"></div> </span></span></code></pre></div><p>See slides 4-6 in the embedded presentation above for live examples!</p> <hr> <h2 id="-for-educators-teach-the-future">🎓 For Educators: Teach the Future</h2> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-emerald-100 dark:bg-emerald-900 border-emerald-500" data-callout="tip" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-emerald-600 dark:text-emerald-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 18v-5.25m0 0a6 6 0 0 0 1.5-.189m-1.5.189a6 6 0 0 1-1.5-.189m3.75 7.478a12.1 12.1 0 0 1-4.5 0m3.75 2.383a14.4 14.4 0 0 1-3 0M14.25 18v-.192c0-.983.658-1.823 1.508-2.316a7.5 7.5 0 1 0-7.517 0c.85.493 1.509 1.333 1.509 2.316V18"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1"><strong>Empower Your Students</strong></div> <div class="callout-body"><p>Teaching with Hugo Blox means teaching modern, transferable skills:</p> <ul> <li>Markdown (used everywhere: GitHub, Notion, Obsidian)</li> <li>Version control (essential for careers)</li> <li>Web technologies (HTML, CSS)</li> <li>Reproducible science practices</li> </ul></div> </div> </div> <h3 id="course-integration">Course Integration</h3> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-markdown" data-lang="markdown"><span class="line"><span class="cl">courses/ </span></span><span class="line"><span class="cl">├── ml-101/ </span></span><span class="line"><span class="cl">│ ├── lecture-1/ </span></span><span class="line"><span class="cl">│ │ ├── index.md (slides) </span></span><span class="line"><span class="cl">│ │ └── notes.md </span></span><span class="line"><span class="cl">│ ├── lecture-2/ </span></span><span class="line"><span class="cl">│ │ └── index.md </span></span><span class="line"><span class="cl">│ └── _index.md </span></span></code></pre></div><p>Each lecture gets its own slide deck, all version controlled, all editable by students as PRs.</p> <hr> <h2 id="-join-the-community">🌍 Join the Community</h2> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-purple-100 dark:bg-purple-900 border-purple-500" data-callout="important" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-purple-600 dark:text-purple-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 9v3.75m9-.75a9 9 0 1 1-18 0a9 9 0 0 1 18 0m-9 3.75h.008v.008H12z"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1"><strong>Built by Academics, for Academics</strong></div> <div class="callout-body"><p>Hugo Blox is used by researchers at:</p> <ul> <li>🎓 Stanford, MIT, Harvard, Oxford, Cambridge</li> <li>🏢 Google Research, Meta AI, OpenAI</li> <li>🔬 CERN, NASA, NIH</li> <li>🌐 Thousands of universities worldwide</li> 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dark:bg-green-900 border-green-500" data-callout="success" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-green-600 dark:text-green-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M9 12.75L11.25 15L15 9.75M21 12a9 9 0 1 1-18 0a9 9 0 0 1 18 0"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1"><strong>Start Building Beautiful Presentations Today</strong></div> <div class="callout-body"><p>No installation required. No account needed. Just Markdown and your creativity.</p></div> </div> </div> <div class="text-center"> <a id="button-bc0066d08faf40cb87d4d282bd3c10cb" href="https://docs.hugoblox.com/start/" rel="noreferrer" class="inline-flex items-center gap-2 font-medium no-underline transition-all duration-300 ease-out transform-gpu focus:outline-none focus:ring-4 focus:ring-offset-2 focus:ring-offset-white dark:focus:ring-offset-zinc-900 disabled:opacity-50 disabled:cursor-not-allowed disabled:pointer-events-none bg-gradient-to-br from-primary-500 to-primary-600 hover:from-primary-600 hover:to-primary-700 active:from-primary-700 active:to-primary-800 text-white shadow-lg shadow-primary-500/25 hover:shadow-xl hover:shadow-primary-500/30 hover:-translate-y-0.5 hover:scale-[1.02] active:scale-[0.98] focus:ring-primary-500/50 px-8 py-4 text-xl rounded-full" role="button" aria-label="Get Started Now" > <span class="flex-shrink-0"> <svg class="w-4 h-4" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M15.59 14.37q.159.666.16 1.38a6 6 0 0 1-6 6v-4.8m5.84-2.58a14.98 14.98 0 0 0 6.16-12.12A14.98 14.98 0 0 0 9.631 8.41m5.96 5.96a14.9 14.9 0 0 1-5.841 2.58m-.119-8.54a6 6 0 0 0-7.381 5.84h4.8m2.581-5.84a14.9 14.9 0 0 0-2.58 5.84m2.699 2.7q-.155.032-.311.06a15 15 0 0 1-2.448-2.448l.06-.312m-2.24 2.39a4.49 4.49 0 0 0-1.757 4.306q.341.054.696.054a4.5 4.5 0 0 0 3.61-1.812M16.5 9a1.5 1.5 0 1 1-3 0a1.5 1.5 0 0 1 3 0"/></svg> </span> <span>Get Started Now</span> </a> </div> <br> <div class="text-center"> <a id="button-a6ddd37a8101e1f783cf49b7a3be18c7" href="https://docs.hugoblox.com/guides/studio/" rel="noreferrer" class="inline-flex items-center gap-2 font-medium no-underline transition-all duration-300 ease-out transform-gpu focus:outline-none focus:ring-4 focus:ring-offset-2 focus:ring-offset-white dark:focus:ring-offset-zinc-900 disabled:opacity-50 disabled:cursor-not-allowed disabled:pointer-events-none bg-gradient-to-br from-secondary-500 to-secondary-600 hover:from-secondary-600 hover:to-secondary-700 active:from-secondary-700 active:to-secondary-800 text-white shadow-lg shadow-secondary-500/25 hover:shadow-xl hover:shadow-secondary-500/30 hover:scale-105 active:scale-95 focus:ring-secondary-500/50 px-6 py-3 text-lg rounded-xl" role="button" aria-label="Try Ownable CMS" > <span class="flex-shrink-0"> <svg class="w-4 h-4" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M9.53 16.122a3 3 0 0 0-5.78 1.128a2.25 2.25 0 0 1-2.4 2.245a4.5 4.5 0 0 0 8.4-2.245c0-.399-.078-.78-.22-1.128m0 0a16 16 0 0 0 3.388-1.62m-5.043-.025a16 16 0 0 1 1.622-3.395m3.42 3.42a16 16 0 0 0 4.764-4.648l3.876-5.814a1.151 1.151 0 0 0-1.597-1.597L14.146 6.32a16 16 0 0 0-4.649 4.764m3.42 3.42a6.78 6.78 0 0 0-3.42-3.42"/></svg> </span> <span>Try Ownable CMS</span> </a> </div> <hr> <h2 id="-additional-resources">📖 Additional Resources</h2> <h3 id="templates--examples">Templates & Examples</h3> <ul> <li> </li> </ul>  <h3 id="tips--tricks">Tips & Tricks</h3> <div class="callout flex px-4 py-3 mb-6 rounded-md border-l-4 bg-emerald-100 dark:bg-emerald-900 border-emerald-500" data-callout="tip" data-callout-metadata=""> <span class="callout-icon pr-3 pt-1 text-emerald-600 dark:text-emerald-300"> <svg height="24" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M12 18v-5.25m0 0a6 6 0 0 0 1.5-.189m-1.5.189a6 6 0 0 1-1.5-.189m3.75 7.478a12.1 12.1 0 0 1-4.5 0m3.75 2.383a14.4 14.4 0 0 1-3 0M14.25 18v-.192c0-.983.658-1.823 1.508-2.316a7.5 7.5 0 1 0-7.517 0c.85.493 1.509 1.333 1.509 2.316V18"/></svg> </span> <div class="callout-content dark:text-neutral-300"> <div class="callout-title font-semibold mb-1"><strong>Pro Tips for Better Presentations</strong></div> <div class="callout-body"><ol> <li>Keep slides simple — one idea per slide</li> <li>Use dual columns for comparisons</li> <li>Add speaker notes with <code>Note:</code> prefix</li> <li>Test presenter view before your talk</li> <li>Use fragments to control pacing</li> <li>Version control your slides with Git</li> <li>Share source files for reproducibility</li> </ol></div> </div> </div> <hr> <p><strong>Have questions?</strong> Check out the or !</p> <p><strong>Want to contribute?</strong> Hugo Blox is open source! .</p> </article> </main></body></html>