<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Chunzheng Zhu</title><link>https://zhcz328.github.io/</link><atom:link href="https://zhcz328.github.io/index.xml" rel="self" type="application/rss+xml"/><description>Chunzheng Zhu</description><generator>Wowchemy (https://wowchemy.com)</generator><language>en-us</language><lastBuildDate>Sat, 01 Jun 2030 13:00:00 +0000</lastBuildDate><image><url>https://zhcz328.github.io/media/icon_huc9fe9d140a9bb016fbeeaa3ba1111928_724048_512x512_fill_lanczos_center_3.png</url><title>Chunzheng Zhu</title><link>https://zhcz328.github.io/</link></image><item><title>Example Talk</title><link>https://zhcz328.github.io/talk/example-talk/</link><pubDate>Sat, 01 Jun 2030 13:00:00 +0000</pubDate><guid>https://zhcz328.github.io/talk/example-talk/</guid><description>&lt;div class="alert alert-note">
&lt;div>
Click on the &lt;strong>Slides&lt;/strong> button above to view the built-in slides feature.
&lt;/div>
&lt;/div>
&lt;p>Slides can be added in a few ways:&lt;/p>
&lt;ul>
&lt;li>&lt;strong>Create&lt;/strong> slides using Wowchemy&amp;rsquo;s &lt;a href="https://wowchemy.com/docs/managing-content/#create-slides" target="_blank" rel="noopener">&lt;em>Slides&lt;/em>&lt;/a> feature and link using &lt;code>slides&lt;/code> parameter in the front matter of the talk file&lt;/li>
&lt;li>&lt;strong>Upload&lt;/strong> an existing slide deck to &lt;code>static/&lt;/code> and link using &lt;code>url_slides&lt;/code> parameter in the front matter of the talk file&lt;/li>
&lt;li>&lt;strong>Embed&lt;/strong> your slides (e.g. Google Slides) or presentation video on this page using &lt;a href="https://wowchemy.com/docs/writing-markdown-latex/" target="_blank" rel="noopener">shortcodes&lt;/a>.&lt;/li>
&lt;/ul>
&lt;p>Further event details, including &lt;a href="https://wowchemy.com/docs/writing-markdown-latex/" target="_blank" rel="noopener">page elements&lt;/a> such as image galleries, can be added to the body of this page.&lt;/p></description></item><item><title>The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy</title><link>https://zhcz328.github.io/publication/self-evolving-clinical-systems/</link><pubDate>Mon, 13 Jul 2026 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/self-evolving-clinical-systems/</guid><description>&lt;p>This survey reframes medical agents from the perspective of clinical deployment. It introduces a three-level autonomy taxonomy, organizes the field around framework, capability, and environment scaling, and highlights clinical self-evolution as a key frontier for trustworthy medical AI systems in real-world clinical practice.&lt;/p></description></item><item><title>MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution</title><link>https://zhcz328.github.io/publication/medsynapse-v/</link><pubDate>Tue, 12 May 2026 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/medsynapse-v/</guid><description>&lt;p>MedSynapse-V bridges visual perception and clinical intuition via latent diagnostic memory evolution for medical vision-language models.&lt;/p></description></item><item><title>Anatomy-Anchored Self-Supervision: Distilling Vision Foundation Models for Invariant Ultrasound Representation</title><link>https://zhcz328.github.io/publication/anaus/</link><pubDate>Mon, 11 May 2026 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/anaus/</guid><description>&lt;p>AnaUS discovers unlabeled anatomical structures with an LP-SAM driven latent prompt engine and combines anatomy disentanglement alignment with core-region prediction for robust ultrasound representation learning.&lt;/p></description></item><item><title>Subspace-Guided Semantic and Topological Invariant Registration for Annotation-Free Ultrasound Plane Quality Control</title><link>https://zhcz328.github.io/publication/striq/</link><pubDate>Sun, 10 May 2026 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/striq/</guid><description>&lt;p>STRIQ is a registration-driven annotation-free ultrasound plane quality control framework. It uses a latent registration aligner and orthogonal knowledge subspaces to improve correlation with clinical quality scoring.&lt;/p></description></item><item><title>When Models Learn to Ask Why: Adaptive Causal Reasoning for Trustworthy Medical Vision-Language Models</title><link>https://zhcz328.github.io/publication/medcausalx/</link><pubDate>Tue, 24 Mar 2026 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/medcausalx/</guid><description>&lt;p>MedCausalX explicitly models causal reasoning chains in medical VLMs to reduce spurious correlations and improve trustworthy diagnosis.&lt;/p></description></item><item><title>MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis</title><link>https://zhcz328.github.io/publication/medeyes/</link><pubDate>Sat, 14 Mar 2026 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/medeyes/</guid><description>&lt;p>MedEyes dynamically models clinician-style diagnostic reasoning by progressively attending to and interpreting relevant medical image regions.&lt;/p></description></item><item><title>fMRI2GES: Co-Speech Gesture Reconstruction From fMRI Signal With Dual Brain Decoding Alignment</title><link>https://zhcz328.github.io/publication/fmri2ges/</link><pubDate>Fri, 04 Apr 2025 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/fmri2ges/</guid><description>&lt;p>fMRI2GES reconstructs expressive co-speech gestures directly from fMRI recordings by aligning dual fMRI-to-gesture reconstruction patterns.&lt;/p></description></item><item><title>Pathology-Aware Prototype Evolution via LLM-Driven Semantic Disambiguation for Multicenter Diabetic Retinopathy Diagnosis</title><link>https://zhcz328.github.io/publication/pathology-aware-prototype-evolution/</link><pubDate>Wed, 01 Jan 2025 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/pathology-aware-prototype-evolution/</guid><description>&lt;p>This work integrates fine-grained pathological descriptions with visual prototypes to resolve semantic ambiguity in multicenter diabetic retinopathy grading.&lt;/p></description></item><item><title>Advancing Ultrasound Medical Continuous Learning with Task-Specific Generalization and Adaptability</title><link>https://zhcz328.github.io/publication/ultrasound-continual-learning/</link><pubDate>Tue, 03 Dec 2024 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/publication/ultrasound-continual-learning/</guid><description>&lt;p>This work addresses catastrophic forgetting in ultrasound medical image analysis with masked ultrasound image modeling and contrastive historical-current learning.&lt;/p></description></item><item><title>AI-assisted Fetal Ultrasound Diagnosis</title><link>https://zhcz328.github.io/project/awesome-slu-survey/</link><pubDate>Fri, 01 Sep 2023 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/project/awesome-slu-survey/</guid><description>&lt;p>This project focuses on AI-assisted fetal ultrasound diagnosis, including large-scale classification models, disease detection, self-supervised learning, continual learning, and medical multimodal large language models.&lt;/p></description></item><item><title>Welcome to Wowchemy, the website builder for Hugo</title><link>https://zhcz328.github.io/post/getting-started/</link><pubDate>Sun, 13 Dec 2020 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/post/getting-started/</guid><description>&lt;h2 id="overview">Overview&lt;/h2>
&lt;ol>
&lt;li>The Wowchemy website builder for Hugo, along with its starter templates, is designed for professional creators, educators, and teams/organizations - although it can be used to create any kind of site&lt;/li>
&lt;li>The template can be modified and customised to suit your needs. It&amp;rsquo;s a good platform for anyone looking to take control of their data and online identity whilst having the convenience to start off with a &lt;strong>no-code solution (write in Markdown and customize with YAML parameters)&lt;/strong> and having &lt;strong>flexibility to later add even deeper personalization with HTML and CSS&lt;/strong>&lt;/li>
&lt;li>You can work with all your favourite tools and apps with hundreds of plugins and integrations to speed up your workflows, interact with your readers, and much more&lt;/li>
&lt;/ol>
&lt;figure id="figure-the-template-is-mobile-first-with-a-responsive-design-to-ensure-that-your-site-looks-stunning-on-every-device">
&lt;div class="d-flex justify-content-center">
&lt;div class="w-100" >&lt;img src="https://raw.githubusercontent.com/wowchemy/wowchemy-hugo-modules/master/academic.png" alt="The template is mobile first with a responsive design to ensure that your site looks stunning on every device." loading="lazy" data-zoomable />&lt;/div>
&lt;/div>&lt;figcaption>
The template is mobile first with a responsive design to ensure that your site looks stunning on every device.
&lt;/figcaption>&lt;/figure>
&lt;h2 id="get-started">Get Started&lt;/h2>
&lt;ul>
&lt;li>👉 &lt;a href="https://wowchemy.com/templates/" target="_blank" rel="noopener">&lt;strong>Create a new site&lt;/strong>&lt;/a>&lt;/li>
&lt;li>📚 &lt;a href="https://wowchemy.com/docs/" target="_blank" rel="noopener">&lt;strong>Personalize your site&lt;/strong>&lt;/a>&lt;/li>
&lt;li>💬 &lt;a href="https://discord.gg/z8wNYzb" target="_blank" rel="noopener">Chat with the &lt;strong>Wowchemy community&lt;/strong>&lt;/a> or &lt;a href="https://discourse.gohugo.io" target="_blank" rel="noopener">&lt;strong>Hugo community&lt;/strong>&lt;/a>&lt;/li>
&lt;li>🐦 Twitter: &lt;a href="https://twitter.com/wowchemy" target="_blank" rel="noopener">@wowchemy&lt;/a> &lt;a href="https://twitter.com/GeorgeCushen" target="_blank" rel="noopener">@GeorgeCushen&lt;/a> &lt;a href="https://twitter.com/search?q=%28%23MadeWithWowchemy%20OR%20%23MadeWithAcademic%29&amp;amp;src=typed_query" target="_blank" rel="noopener">#MadeWithWowchemy&lt;/a>&lt;/li>
&lt;li>💡 &lt;a href="https://github.com/wowchemy/wowchemy-hugo-modules/issues" target="_blank" rel="noopener">Request a &lt;strong>feature&lt;/strong> or report a &lt;strong>bug&lt;/strong> for &lt;em>Wowchemy&lt;/em>&lt;/a>&lt;/li>
&lt;li>⬆️ &lt;strong>Updating Wowchemy?&lt;/strong> View the &lt;a href="https://wowchemy.com/docs/hugo-tutorials/update/" target="_blank" rel="noopener">Update Tutorial&lt;/a> and &lt;a href="https://wowchemy.com/updates/" target="_blank" rel="noopener">Release Notes&lt;/a>&lt;/li>
&lt;/ul>
&lt;h2 id="crowd-funded-open-source-software">Crowd-funded open-source software&lt;/h2>
&lt;p>To help us develop this template and software sustainably under the MIT license, we ask all individuals and businesses that use it to help support its ongoing maintenance and development via sponsorship.&lt;/p>
&lt;h3 id="-click-here-to-become-a-sponsor-and-help-support-wowchemys-future-httpswowchemycomplans">&lt;a href="https://wowchemy.com/plans/" target="_blank" rel="noopener">❤️ Click here to become a sponsor and help support Wowchemy&amp;rsquo;s future ❤️&lt;/a>&lt;/h3>
&lt;p>As a token of appreciation for sponsoring, you can &lt;strong>unlock &lt;a href="https://wowchemy.com/plans/" target="_blank" rel="noopener">these&lt;/a> awesome rewards and extra features 🦄✨&lt;/strong>&lt;/p>
&lt;h2 id="ecosystem">Ecosystem&lt;/h2>
&lt;ul>
&lt;li>&lt;strong>&lt;a href="https://github.com/wowchemy/hugo-academic-cli" target="_blank" rel="noopener">Hugo Academic CLI&lt;/a>:&lt;/strong> Automatically import publications from BibTeX&lt;/li>
&lt;/ul>
&lt;h2 id="inspiration">Inspiration&lt;/h2>
&lt;p>&lt;a href="https://academic-demo.netlify.com/" target="_blank" rel="noopener">Check out the latest &lt;strong>demo&lt;/strong>&lt;/a> of what you&amp;rsquo;ll get in less than 10 minutes, or &lt;a href="https://wowchemy.com/user-stories/" target="_blank" rel="noopener">view the &lt;strong>showcase&lt;/strong>&lt;/a> of personal, project, and business sites.&lt;/p>
&lt;h2 id="features">Features&lt;/h2>
&lt;ul>
&lt;li>&lt;strong>Page builder&lt;/strong> - Create &lt;em>anything&lt;/em> with &lt;a href="https://wowchemy.com/docs/page-builder/" target="_blank" rel="noopener">&lt;strong>widgets&lt;/strong>&lt;/a> and &lt;a href="https://wowchemy.com/docs/content/writing-markdown-latex/" target="_blank" rel="noopener">&lt;strong>elements&lt;/strong>&lt;/a>&lt;/li>
&lt;li>&lt;strong>Edit any type of content&lt;/strong> - Blog posts, publications, talks, slides, projects, and more!&lt;/li>
&lt;li>&lt;strong>Create content&lt;/strong> in &lt;a href="https://wowchemy.com/docs/content/writing-markdown-latex/" target="_blank" rel="noopener">&lt;strong>Markdown&lt;/strong>&lt;/a>, &lt;a href="https://wowchemy.com/docs/import/jupyter/" target="_blank" rel="noopener">&lt;strong>Jupyter&lt;/strong>&lt;/a>, or &lt;a href="https://wowchemy.com/docs/install-locally/" target="_blank" rel="noopener">&lt;strong>RStudio&lt;/strong>&lt;/a>&lt;/li>
&lt;li>&lt;strong>Plugin System&lt;/strong> - Fully customizable &lt;a href="https://wowchemy.com/docs/customization/" target="_blank" rel="noopener">&lt;strong>color&lt;/strong> and &lt;strong>font themes&lt;/strong>&lt;/a>&lt;/li>
&lt;li>&lt;strong>Display Code and Math&lt;/strong> - Code highlighting and &lt;a href="https://en.wikibooks.org/wiki/LaTeX/Mathematics" target="_blank" rel="noopener">LaTeX math&lt;/a> supported&lt;/li>
&lt;li>&lt;strong>Integrations&lt;/strong> - &lt;a href="https://analytics.google.com" target="_blank" rel="noopener">Google Analytics&lt;/a>, &lt;a href="https://disqus.com" target="_blank" rel="noopener">Disqus commenting&lt;/a>, Maps, Contact Forms, and more!&lt;/li>
&lt;li>&lt;strong>Beautiful Site&lt;/strong> - Simple and refreshing one page design&lt;/li>
&lt;li>&lt;strong>Industry-Leading SEO&lt;/strong> - Help get your website found on search engines and social media&lt;/li>
&lt;li>&lt;strong>Media Galleries&lt;/strong> - Display your images and videos with captions in a customizable gallery&lt;/li>
&lt;li>&lt;strong>Mobile Friendly&lt;/strong> - Look amazing on every screen with a mobile friendly version of your site&lt;/li>
&lt;li>&lt;strong>Multi-language&lt;/strong> - 34+ language packs including English, 中文, and Português&lt;/li>
&lt;li>&lt;strong>Multi-user&lt;/strong> - Each author gets their own profile page&lt;/li>
&lt;li>&lt;strong>Privacy Pack&lt;/strong> - Assists with GDPR&lt;/li>
&lt;li>&lt;strong>Stand Out&lt;/strong> - Bring your site to life with animation, parallax backgrounds, and scroll effects&lt;/li>
&lt;li>&lt;strong>One-Click Deployment&lt;/strong> - No servers. No databases. Only files.&lt;/li>
&lt;/ul>
&lt;h2 id="themes">Themes&lt;/h2>
&lt;p>Wowchemy and its templates come with &lt;strong>automatic day (light) and night (dark) mode&lt;/strong> built-in. Alternatively, visitors can choose their preferred mode - click the moon icon in the top right of the &lt;a href="https://academic-demo.netlify.com/" target="_blank" rel="noopener">Demo&lt;/a> to see it in action! Day/night mode can also be disabled by the site admin in &lt;code>params.toml&lt;/code>.&lt;/p>
&lt;p>&lt;a href="https://wowchemy.com/docs/customization" target="_blank" rel="noopener">Choose a stunning &lt;strong>theme&lt;/strong> and &lt;strong>font&lt;/strong>&lt;/a> for your site. Themes are fully customizable.&lt;/p>
&lt;h2 id="license">License&lt;/h2>
&lt;p>Copyright 2016-present &lt;a href="https://georgecushen.com" target="_blank" rel="noopener">George Cushen&lt;/a>.&lt;/p>
&lt;p>Released under the &lt;a href="https://github.com/wowchemy/wowchemy-hugo-modules/blob/master/LICENSE.md" target="_blank" rel="noopener">MIT&lt;/a> license.&lt;/p></description></item><item><title/><link>https://zhcz328.github.io/admin/config.yml</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/admin/config.yml</guid><description/></item><item><title/><link>https://zhcz328.github.io/home/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://zhcz328.github.io/home/</guid><description/></item></channel></rss>