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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
<title> frontsea_的个人主页</title>
<!--
Sentra Template
https://templatemo.com/tm-518-sentra
-->
<meta name="description" content="">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="apple-touch-icon" href="apple-touch-icon.png">
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<script src="js/vendor/modernizr-2.8.3-respond-1.4.2.min.js"></script>
</head>
<body>
<header class="nav-down responsive-nav hidden-lg hidden-md">
<button type="button" id="nav-toggle" class="navbar-toggle" data-toggle="collapse" data-target="#main-nav">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<!--/.navbar-header-->
<div id="main-nav" class="collapse navbar-collapse">
<nav>
<ul class="nav navbar-nav">
<li><a href="#top">首页 / Home</a></li>
<li><a href="#featured">关于我 / About Me</a></li>
<li><a href="#projects">项目经历 / My Project</a></li>
<li><a href="#video">视频 / Video</a></li>
<li><a href="#blog">动态 / Blog</a></li>
<li><a href="#contact">联系方式 / Contact Me</a></li>
</ul>
</nav>
</div>
</header>
<div class="sidebar-navigation hidde-sm hidden-xs">
<div class="logo">
<a href="#">front<em>sea_</em></a>
</div>
<nav>
<ul>
<li>
<a href="#top">
<span class="rect"></span>
<span class="circle"></span>
首页 / Home
</a>
</li>
<li>
<a href="#featured">
<span class="rect"></span>
<span class="circle"></span>
关于我 / About Me
</a>
</li>
<li>
<a href="#projects">
<span class="rect"></span>
<span class="circle"></span>
项目经历 / My Project
</a>
</li>
<li>
<a href="#video">
<span class="rect"></span>
<span class="circle"></span>
视频 / Video
</a>
</li>
<li>
<a href="#blog">
<span class="rect"></span>
<span class="circle"></span>
动态 / Blog
</a>
</li>
<li>
<a href="#contact">
<span class="rect"></span>
<span class="circle"></span>
联系方式 / Contact Me
</a>
</li>
</ul>
</nav>
<ul class="social-icons">
<li><a href="https://scholar.google.com.hk/citations?user=v_Kon7MAAAAJ&hl=zh-CN"><i class="fa fa-google"></i></a></li>
<li><a href="https://github.com/frontsea320"><i class="fa fa-github"></i></a></li>
<li><a href="https://www.instagram.com/frontsea_0320/?hl=en"><i class="fa fa-instagram"></i></a></li>
<li><a href="https://www.youtube.com/@yuyangsun-q6g"><i class="fa fa-youtube"></i></a></li>
<li><a href="https://www.xiaohongshu.com/user/profile/5f33df7300000000010086c9"><i class="fa fa-book"></i></a></li>
</ul>
</div>
<div class="slider">
<div class="Modern-Slider content-section" id="top">
<!-- Item -->
<div class="item item-1">
<div class="img-fill">
<div class="image"></div>
<div class="info">
<div>
<h1>欢迎来到我的个人主页 <br>我是：frontsea_ </h1>
<p>Welcone to my website, i am frontsea_ <br>这里包含了一部分的我，当然，是大家希望了解的那一部分我 <br><i>留住温度、速度，温柔和愤怒。</i>
</p>
<div class="white-button button">
<a href="#featured">了解更多 / More</a>
</div>
</div>
</div>
</div>
</div>
<!-- // Item -->
<!-- Item -->
<div class="item item-2">
<div class="img-fill">
<div class="image"></div>
<div class="info">
<div>
<h1>我摸索过一些有趣的小东西 <br>也做过一些向下DFS的简单探索 <br>如果你想知道我做过些什么 </h1>
<p>I've fumbled around with some interesting little things
<br>这里会告诉你那些青涩的它们 <br><i>从何时惋惜蝴蝶困于那桃源</i></p>
<div class="white-button button">
<a href="#projects">点击这里 / Here</a>
</div>
</div>
</div>
</div>
</div>
<!-- // Item -->
<!-- Item -->
<div class="item item-3">
<div class="img-fill">
<div class="image"></div>
<div class="info">
<div>
<h1>"我"也不是停滞不前的 <br>在没有更新的日子里 <br>我都在努力更新我的一切</h1>
<p>I will keep updating my news <br>这里会告诉你我最近做了些什么有趣的事情 <br> <i>有雪吧，让记忆景象更深远。</i></p>
<div class="white-button button">
<a href="#blog">欢迎收听 / My Blog</a>
</div>
</div>
</div>
</div>
</div>
<!-- // Item -->
</div>
</div>
<div class="page-content">
<section id="featured" class="content-section">
<div class="section-heading">
<h1>关于我<br><em>About Me</em></h1>
<p>先用几个坐标介绍现在的我，再把更多故事留给详细页面
<br><i>捉紧，生命浓度、坦白流露，感情或态度。</i></p>
</div>
<div class="section-content">
<div class="about-panel">
<div class="about-intro">
<span class="about-label">frontsea_ / Yuyang Sun</span>
<h2>在 AI 研究、文字、影像和一些认真完成的小项目之间移动。</h2>
<p>我即将于 2026 年 9 月进入中国科学技术大学软件学院攻读博士。在研究之外，我也会写作、拍照、做视频，并把一些阶段性的作品放在这里。</p>
<div class="about-actions">
<a href="about.html">详细介绍 / Read More</a>
<a href="cv_en_yuyang_sun.pdf">CV PDF</a>
</div>
</div>
<div class="about-facts">
<div class="about-fact">
<span>Now</span>
<strong>Incoming Ph.D. Student @ USTC</strong>
<p>Software Engineering, expected enrollment in Sept. 2026.</p>
</div>
<div class="about-fact">
<span>Research</span>
<strong>LLM Agents / Generative AI / Medical AI</strong>
<p>Also working on single-cell and spatial omics modeling, long-tailed recognition, and heuristic discovery.</p>
</div>
<div class="about-fact">
<span>Beyond Research</span>
<strong>Writing, photography, video, and small tools</strong>
<p>这里不只记录论文，也记录我如何观察、表达和搭建自己的小世界。</p>
</div>
<div class="about-fact">
<span>Recent</span>
<strong>AAAI 2026 & IJCNN 2025</strong>
<p>WRitEer accepted by AAAI 2026; fracture diagnosis work accepted by IJCNN 2025.</p>
</div>
</div>
</div>
</div>
</section>
<section id="projects" class="content-section">
<div class="section-heading">
<h1>项目经历<br><em>Projects</em></h1>
<p>这里放一些我认真推进过的研究、原型和作品。它们不完全等同于论文列表，
<br>更像是我在不同阶段搭出来的结构、问题和答案
<br><i>流水像清的没带半颗沙。</i>
</p>
</div>
<div class="section-content">
<div class="project-grid">
<article class="project-card project-card-large">
<div class="project-body">
<span class="project-tag">LLM Agents / AAAI 2026</span>
<h4>WRitEer</h4>
<p>A multi-objective, preference-driven multi-agent framework for human-like advanced text generation. I worked on reformulating text generation as an optimization loop with generation, evolution, evaluation, and DPO-based self-evolution.</p>
<div class="project-meta">Co-first author / Corresponding author</div>
</div>
</article>
<article class="project-card">
<div class="project-body">
<span class="project-tag">Medical AI / IJCNN 2025</span>
<h4>Critical Regional & Scale-Aware YOLO</h4>
<p>Enhanced fracture diagnosis in X-ray imaging with regional selective attention and a scale-aware detection head.</p>
<div class="project-meta">First author</div>
</div>
</article>
<article class="project-card">
<div class="project-body">
<span class="project-tag">Medical Imaging</span>
<h4>FracDetNet</h4>
<p>A fracture detection exploration around dual-focus attention and multi-scale calibration for medical X-ray images.</p>
<div class="project-meta">First author / Ongoing extension</div>
</div>
</article>
<article class="project-card text-only">
<div class="project-body">
<span class="project-tag">Single-Cell AI / NeurIPS 2026 Submission</span>
<h4>scUniFlow</h4>
<p>A unified Flow Matching framework for sparse omics enhancement, covering scRNA-seq read-depth enhancement, spatial gene imputation, and scATAC-seq chromatin accessibility imputation.</p>
<div class="project-meta">Research intern @ USTC</div>
</div>
</article>
<article class="project-card text-only">
<div class="project-body">
<span class="project-tag">Single-Cell Dynamics / NeurIPS 2026 Submission</span>
<h4>scFiT</h4>
<p>A target-state Flow Matching framework for learning single-cell developmental dynamics from temporal population snapshots.</p>
<div class="project-meta">Research intern @ USTC</div>
</div>
</article>
<article class="project-card text-only">
<div class="project-body">
<span class="project-tag">Vision / Long-Tailed Recognition</span>
<h4>MemTailor</h4>
<p>A hierarchical memory-augmented multi-expert learning framework for improving long-tailed visual recognition, especially on tail classes.</p>
<div class="project-meta">Research intern @ USTC</div>
</div>
</article>
<article class="project-card text-only">
<div class="project-body">
<span class="project-tag">Text-to-Image / Generative AI</span>
<h4>ArtisanEvo</h4>
<p>A training-free evolutionary inference framework for complex semantic-constrained text-to-image generation.</p>
<div class="project-meta">Research intern @ TeleAI</div>
</div>
</article>
<article class="project-card text-only">
<div class="project-body">
<span class="project-tag">LLM + Optimization</span>
<h4>KA-EAD</h4>
<p>A knowledge-augmented evolutionary algorithm design framework that fuses LLMs with scientific literature for heuristic discovery.</p>
<div class="project-meta">Research intern @ USTC</div>
</div>
</article>
<div class="project-note">
<h4>更多个人作品会继续放进来</h4>
<p>这个区域之后也可以承接摄影、视频、写作、小工具和网页作品。研究项目先占据主体，但它不会是这个网站唯一的叙事。</p>
<a href="#blog">查看动态 / Notes</a>
</div>
</div>
</div>
</section>
<section id="video" class="content-section">
<div class="row">
<div class="col-md-12">
<div class="section-heading">
<h1>这里我还<em>没想好</em> 放一些什么</h1>
<p>也许未来会放一些旅行Vlog或者自我介绍，但是这里我想先放我曾经经历过的的「高中生活」
<br><i>绚烂如电、虚幻如雾，哀愁或仰慕。</i>
</p>
</div>
<div class="text-content">
<p>There should have been an introductory video here, but I haven't recorded it yet, so put a microfilm I shot instead!</p>
</div>
<div class="accent-button button">
<a href="#blog">跳过视频 / Shortcut</a>
</div>
</div>
<div class="col-md-12">
<div class="box-video">
<div class="bg-video" style="background-image: url(https://unsplash.imgix.net/photo-1425036458755-dc303a604201?fit=crop&fm=jpg&q=75&w=1000);">
<div class="bt-play">Play</div>
</div>
<div class="video-container">
<iframe width="100%" height="520" src="https://youtu.be/tzhEuZnsvK8" frameborder="0" allowfullscreen="allowfullscreen"></iframe>
</div>
</div>
</div>
</div>
</section>
<section id="blog" class="content-section">
<div class="section-heading">
<h1>动态<br><em>Blog</em></h1>
<p>或许你想知道我最近在忙些什么 或许又不想 但是这里不可或缺
<br>停滞不代表沉寂 总有一天他会带着新的自己归来<br>I'm busy with a few things, so I'll update here when I'm done
<br><i>不要紧，山野都有雾灯。</i></p>
</div>
<div class="section-content">
<div class="tabs-content">
<div class="wrapper">
<ul class="tabs clearfix" data-tabgroup="first-tab-group">
<li><a href="#tab1" class="active">工作 / Working</a></li>
<li><a href="#tab2">摄影 / Photograph</a></li>
<li><a href="#tab3">随笔 / Writing</a></li>
<li><a href="#tab4">日常 / Daily Life</a></li>
</ul>
<section id="first-tab-group" class="tabgroup">
<div id="tab1">
<ul>
<li>
<div class="item">
<div class="text-content">
<h4>ArtisanEvo planned for AAAI 2027</h4>
<span>2027 · planned submission</span>
<p>Autonomous Evolutionary Inference for Semantic-Constrained Text-to-Image Generation. 这项工作关注复杂文本到图像生成中的多对象、属性绑定、计数和空间关系约束，尝试用训练自由的进化式推理流程改进语义一致性。</p>
</div>
</div>
</li>
<li>
<div class="item">
<div class="text-content">
<h4>scUniFlow submitted to NeurIPS 2026</h4>
<span>2026 · submitted</span>
<p>A Unified Flow Matching Framework for Sparse Omics Enhancement. 这项工作尝试用统一的 Flow Matching 框架处理 scRNA-seq read-depth enhancement、spatial gene imputation 和 scATAC-seq chromatin accessibility imputation。</p>
</div>
</div>
</li>
<li>
<div class="item">
<div class="text-content">
<h4>scFiT submitted to NeurIPS 2026</h4>
<span>2026 · submitted</span>
<p>Learning Single-Cell Developmental Dynamics with Target-State Flow Matching. 这项工作关注 temporal single-cell RNA-seq population snapshots，用 target-state Flow Matching 直接预测 endpoint gene-expression states。</p>
</div>
</div>
</li>
<li>
<div class="item">
<div class="text-content">
<h4>MemTailor submitted to NeurIPS 2026</h4>
<span>2026 · submitted</span>
<p>Hierarchical Memory-Augmented Multi-Expert Learning for Long-Tailed Recognition. 这项工作结合 class-aware memory 和 frequency-aware multi-expert visual backbone，缓解长尾识别中尾部类别证据被遗忘的问题。</p>
</div>
</div>
</li>
<li>
<div class="item">
<div class="text-content">
<h4>scBrain submitted to NeurIPS 2026</h4>
<span>2026 · submitted</span>
<p>Residual Hierarchical Decoding for Spatial Cell-Type Annotation. 这项工作围绕 MERFISH spatial transcriptomics data，对层级脑细胞类型标注中的 foundation models 和经典方法进行系统评估与建模。</p>
</div>
</div>
</li>
<li>
<div class="item">
<div class="text-content">
<h4>WRitEer accepted by AAAI 2026</h4>
<span>2026 · accepted</span>
<p>WRitEer: A Multi-Objective, Preference-Driven Multi-Agent Framework for Human-Like Advanced Text Generation has been accepted by AAAI 2026. 我和 Junchuan Yu 为共同一作，我同时担任通讯作者。</p>
</div>
</div>
</li>
<li>
<div class="item">
<div class="text-content">
<h4>KA-EAD in progress</h4>
<span>2026 · ongoing</span>
<p>Fusing LLMs with Scientific Literature for Heuristic Discovery. 这项工作尝试把科学文献检索、动态 RAG 和 LLM-driven evolutionary algorithm design 结合起来，用于 NP-hard optimization tasks 的启发式发现。</p>
</div>
</div>
</li>
<li>
<div class="item">
<div class="text-content">
<h4>Enhanced Fracture Diagnosis accepted by IJCNN 2025</h4>
<span>2025 · accepted</span>
<p>Enhanced Fracture Diagnosis Based on Critical Regional and Scale Aware in YOLO has been accepted by IJCNN 2025. 这项工作围绕医学 X-ray 骨折检测，尝试用关键区域增强和尺度感知结构提升检测效果。</p>
</div>
</div>
</li>
</ul>
</div>
<div id="tab2">
<ul>
<li>
<div class="item">
<div class="text-content">
<h4>影像还在整理中</h4>
<span>待更新</span>
<p>这一栏之后会放一些摄影和视频相关的记录。它们不一定是完整作品，也可能只是某一次出门、某一段光线、某一个我想留下来的瞬间。</p>
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</li>
<li>
<div class="item">
<div class="text-content">
<h4>从照片到网页</h4>
<span>计划中</span>
<p>我希望这里以后不是简单堆图，而是把影像、地点和当时的文字一起放进来。图片会等到合适的展示方式再回来。</p>
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</li>
<li>
<div class="item">
<div class="text-content">
<h4>视频部分暂时保留</h4>
<span>待更新</span>
<p>现在的 Video 区域还只是一个临时容器。之后如果有更适合放在个人站里的短片或介绍，我会再重新安排它的位置。</p>
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<li>
<div class="item">
<div class="text-content">
<h4>写作不是一个副业，是一种整理</h4>
<span>长期更新</span>
<p>有些想法不适合放进论文，也不适合立刻发出去。这里会慢慢收纳那些关于研究、生活、表达和自我观察的片段。</p>
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</li>
<li>
<div class="item">
<div class="text-content">
<h4>关于这个网站</h4>
<span>2026</span>
<p>我不想把它改成纯粹的学术主页。它应该有 CV 能证明的东西，也应该有一些无法被 CV 归类的东西。</p>
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<li>
<div class="item">
<div class="text-content">
<h4>一些句子会先留下来</h4>
<span>未分类</span>
<p>留住温度、速度，温柔和愤怒。不要紧，山野都有雾灯。它们不解释什么，只负责提醒我为什么还想继续写。</p>
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</ul>
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<ul>
<li>
<div class="item">
<div class="text-content">
<h4>网站正在一点点重写</h4>
<span>现在</span>
<p>先从 About、Projects 和 Blog 开始，把模板里不属于我的东西清出去。剩下的部分会慢慢变成真正适合 frontsea_ 的样子。</p>
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</li>
<li>
<div class="item">
<div class="text-content">
<h4>日常不一定要很完整</h4>
<span>长期更新</span>
<p>日常可能是一些很小的东西：一段路、一首歌、一张照片、一段代码、一件终于做完的小事。它们会在这里留下轻一点的痕迹。</p>
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</li>
<li>
<div class="item">
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<h4>更多内容稍后抵达</h4>
<span>未完待续</span>
<p>这个页面会继续改。等我把研究、作品、影像和文字都整理好，它应该会比现在更像一个真实的人，而不是一个模板。</p>
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<p>🎉 目前已开通表单提交服务! 但暂时存在 50 message/month 的限制 ~
<br>📮 若没有及时回复请联系：frontsea0320syy@foxmail.com
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<br><i>奇就奇在接受了各自有路走。</i></p>
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