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<div class="position" data-zh="算法工程师 II,华为2012实验室">Algorithm Engineer II, Huawei 2012 Laboratory</div>
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<a class="btn-cv" href="files/CV_KeXu_2026.pdf" title="CV / Resume"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z"/><polyline points="14 2 14 8 20 8"/><line x1="16" y1="13" x2="8" y2="13"/><line x1="16" y1="17" x2="8" y2="17"/></svg><span data-zh="CV / 简历"> CV / Resume</span></a>
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<nav class="nav-bar">
<a href="#about" data-zh="关于">About</a>
<a href="#news" data-zh="动态">News</a>
<a href="#experience" data-zh="经历">Experience</a>
<a href="#research" data-zh="科研">Research</a>
<a href="#education" data-zh="教育">Education</a>
<a href="#honors" data-zh="荣誉">Honors</a>
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</nav>
<section class="section" id="about">
<h2 class="section-title" data-zh="关于">About</h2>
<p data-zh="我是许可,华为2012实验室算法工程师 II。入职后先做 RLHF 训练基础设施(在昇腾 NPU 集群上实现与调优 GRPO、DAPO),此后重心转向智能体系统:面向科学发现的多智能体调度,以及最近的递归自我提升(RSI)。">I am Ke Xu, an Algorithm Engineer II at Huawei 2012 Laboratory. I started with RLHF training infrastructure (GRPO and DAPO on Ascend NPU clusters), and my focus has since moved to agent systems: multi-agent scheduling for scientific discovery and, most recently, recursive self-improvement (RSI).</p>
<p data-zh='我在<a href="https://cse.ucsd.edu">加州大学圣地亚哥分校</a>(UCSD)计算机科学与工程系取得计算机科学硕士学位,方向为机器学习。'>I completed my M.S. in Computer Science at the <a href="https://cse.ucsd.edu">Computer Science and Engineering Department</a>, <a href="https://www.ucsd.edu">University of California San Diego</a> (UCSD), where my concentration was Machine Learning.</p>
<p data-zh='此前,我毕业于<a href="https://www.zju.edu.cn/english/">浙江大学</a>与<a href="https://illinois.edu">伊利诺伊大学厄巴纳-香槟分校</a>联合培养的双学位项目,主修电气工程、辅修计算机科学;本科期间,我是 <a href="https://engine.eng.ufl.edu">ENGINE</a>(Engineering National Graduate Institutional Name Exchange)成员,参与 <a href="https://www.nsf.gov/awardsearch/showAward?AWD_ID=1947135">美国国家科学基金会(NSF)1947135</a> 资助的 <a href="https://cs.illinois.edu/research/undergraduate-research">本科生科研计划(REU)</a>,导师为<a href="http://tonghanghang.org">童行行(Hanghang Tong)教授</a>。'>Prior to that, I graduated from a dual-degree program jointly held by <a href="https://www.zju.edu.cn/english/">Zhejiang University</a> and the <a href="https://illinois.edu">University of Illinois at Urbana-Champaign</a>, with major in Electrical Engineering and minor in Computer Science, where I was a member of <a href="https://engine.eng.ufl.edu">Engineering National Graduate Institutional Name Exchange (ENGINE)</a>, a participant of <a href="https://cs.illinois.edu/research/undergraduate-research">Research Experiences for Undergraduate (REU)</a> supported by <a href="https://www.nsf.gov/awardsearch/showAward?AWD_ID=1947135">National Science Foundation (NSF) 1947135</a>, advised by <a href="http://tonghanghang.org">Prof. Hanghang Tong</a>.</p>
<p data-zh="求学期间,我曾在蚂蚁集团担任算法工程师实习生,从事大模型在安全与风控领域(如反洗钱 AML)的应用。">Previously, I was an Algorithm Engineer Intern at Ant Group, where I worked on the application of Large Language Models (LLM) in security and risk management domains such as Anti-Money Laundering (AML).</p>
<p class="interests" data-zh='<b>研究兴趣:</b>强化学习与智能体系统,尤其是递归自我提升(RSI)。'><b>Research Interests:</b> Reinforcement learning and agent systems, especially recursive self-improvement (RSI).</p>
</section>
<section class="section" id="news">
<h2 class="section-title" data-zh="最新动态">Latest News</h2>
<ul class="news-list">
<li class="news-item"><span class="news-date" data-zh="2025年5月">May 2025</span><span class="news-text" data-zh="加入华为2012实验室担任算法工程师 II,先做 RLHF 后训练,后转向智能体系统。">Joined Huawei 2012 Laboratory as an Algorithm Engineer II, first on RLHF post-training and later on agent systems.</span></li>
<li class="news-item"><span class="news-date" data-zh="2024年12月">Dec 2024</span><span class="news-text" data-zh="从加州大学圣地亚哥分校计算机科学专业硕士毕业,提前两个季度完成学业。">Graduated from UC San Diego with an M.S. in Computer Science, two quarters ahead of schedule.</span></li>
<li class="news-item"><span class="news-date" data-zh="2023年6月">Jun 2023</span><span class="news-text" data-zh="加入蚂蚁集团担任算法工程师实习生,从事大模型在反洗钱(AML)领域的应用。">Joined Ant Group as an Algorithm Engineer Intern, working on LLM applications for anti-money laundering (AML).</span></li>
<li class="news-item"><span class="news-date" data-zh="2023年4月">Apr 2023</span><span class="news-text" data-zh="获加州大学圣地亚哥分校计算机科学硕士项目录取。">Admitted to the M.S. program in Computer Science at UC San Diego.</span></li>
</ul>
</section>
<section class="section" id="experience">
<h2 class="section-title" data-zh="工作经历">Work Experience</h2>
<div class="job">
<div class="job-head">
<span class="job-role" data-zh="算法工程师 II">Algorithm Engineer II</span>
<span class="job-date" data-zh="2025年5月 – 至今">May 2025 – Present</span>
</div>
<div class="job-org" data-zh="华为2012实验室">Huawei 2012 Laboratory</div>
<div class="job-project" data-zh="大规模 RLHF 训练">Large-Scale RLHF Training</div>
<ul>
<li data-zh="在昇腾 NPU 集群上实现 GRPO、DAPO 算法的核心模块,用于大规模 RLHF 训练。">Implemented core modules of the GRPO and DAPO algorithms for large-scale RLHF training on Ascend NPU clusters.</li>
<li data-zh="负责大模型的 GRPO 训练与调优,包括针对长思维链样本的动态序列打包,以及大规模集群上的稳定性验证。">Responsible for GRPO training and tuning of large models, including dynamic sequence packing for long chain-of-thought samples and stability validation at cluster scale.</li>
</ul>
<div class="job-project" data-zh="面向科学发现的智能体系统">Agent System for Scientific Discovery</div>
<ul>
<li data-zh="参与科学发现智能体框架的架构设计与核心开发;实现其基于 DAG 的可插拔多智能体调度器,节点类型与依赖关系均可配置。">Participated in the architecture design and core development of a scientific-discovery agent framework; built its pluggable DAG-based multi-agent scheduler with configurable node types and dependencies.</li>
<li data-zh="在框架内构建 RSI 闭环:智能体在任务数据集上通过 rollout、失败驱动的技能归纳与 top-K frontier 选择,持续演进自己的技能库;遵循严格的 train/validation/test 划分纪律,演进出的技能库全部版本化、可审计。">Building the RSI loop into the framework: agents evolve their own skill libraries on task datasets through rollout, failure-driven skill induction, and top-K frontier selection, under strict train/validation/test discipline; every evolved library is versioned and auditable.</li>
<li data-zh="探索开放式演进:在树搜索之外引入岛屿种群与 MAP-Elites 质量多样性档案;下一步是自生成评估任务,让智能体自主规划自身的改进课程。">Exploring open-ended evolution, with island populations and MAP-Elites quality-diversity archives alongside tree search; next, self-generated evaluation tasks so agents can drive their own curriculum.</li>
</ul>
</div>
<div class="job">
<div class="job-head">
<span class="job-role" data-zh="算法工程师实习生">Algorithm Engineer Intern</span>
<span class="job-date" data-zh="2023年6月 – 9月">Jun 2023 – Sep 2023</span>
</div>
<div class="job-org" data-zh="蚂蚁集团">Ant Group</div>
<ul>
<li data-zh="基于 AntGLM 与 LangChain 构建金融领域智能体原型:ReAct 风格推理、BM25 与向量检索混合的多路 RAG、多轮工具调用。">Built a financial agent prototype on AntGLM and LangChain: ReAct-style reasoning, hybrid BM25/embedding retrieval, and multi-turn tool calling.</li>
<li data-zh="用 LoRA 微调 AntGLM,用于反洗钱(AML)异常检测。">Fine-tuned AntGLM with LoRA for anti-money-laundering (AML) anomaly detection.</li>
</ul>
</div>
<div class="job">
<div class="job-head">
<span class="job-role" data-zh="人工智能实习生">AI Engineer Intern</span>
<span class="job-date" data-zh="2022年11月 – 2023年2月">Nov 2022 – Feb 2023</span>
</div>
<div class="job-org" data-zh="道富银行(State Street)">State Street</div>
<ul>
<li data-zh="设计人工智能自动对账系统的对账算法。">Designed the reconciliation algorithms for an AI-based automatic reconciliation system.</li>
</ul>
</div>
</section>
<section class="section" id="research">
<h2 class="section-title" data-zh="研究经历">Research Experience</h2>
<div class="research-item">
<div class="research-head">
<span class="research-title" data-zh="知识图谱问答中的主动学习">Active Learning on Knowledge Graphs Question Answering</span>
<span class="research-date" data-zh="2022年夏">Summer 2022</span>
</div>
<div class="research-links">
<a href="https://cs.illinois.edu/research/undergraduate-research/summer-research-experience-undergraduates/participants/ke-xu">video</a>
</div>
<div class="research-meta" data-zh='导师:<a href="http://tonghanghang.org">Prof. Hanghang Tong</a>(伊利诺伊大学厄巴纳-香槟分校)'>Advisor: <a href="http://tonghanghang.org">Prof. Hanghang Tong</a>, University of Illinois at Urbana-Champaign</div>
<p class="research-desc" data-zh="面向知识图谱问答(KGQA)设计融合图中心性、信息密度与节点不确定性的主动学习策略。">Designed an active-learning strategy for KGQA that fuses graph centrality, information density, and node uncertainty.</p>
</div>
<div class="research-item">
<div class="research-head">
<span class="research-title" data-zh="面向安全的反射式抽象状态机探索">Exploration of Reflective ASMs for Security</span>
<span class="research-date" data-zh="2021年4月 – 2022年4月">Apr 2021 – Apr 2022</span>
</div>
<div class="research-links">
<a href="https://www.researchgate.net/publication/370783594_Exploration_of_Reflective_ASMs_for_Security">paper</a>
</div>
<div class="research-meta" data-zh='导师:<a href="https://scholar.google.com/citations?user=e74FobUAAAAJ&hl=en">Prof. Klaus-Dieter Schewe</a>(浙江大学)'>Advisor: <a href="https://scholar.google.com/citations?user=e74FobUAAAAJ&hl=en">Prof. Klaus-Dieter Schewe</a>, Zhejiang University</div>
<p class="research-desc" data-zh="探索反射式抽象状态机(Reflective ASM)在安全性方面的应用。">Investigated reflective Abstract State Machines (ASMs) for security.</p>
</div>
<div class="research-item">
<div class="research-head">
<span class="research-title" data-zh="AI 辅助心理咨询对话机器人">AI-Assisted Psychological Counseling Chatbot</span>
<span class="research-date" data-zh="2021年夏">Summer 2021</span>
</div>
<div class="research-links">
<a href="http://www.xinhuanet.com/english/2021-07/16/c_1310064630.htm">news</a>
</div>
<div class="research-meta" data-zh='导师:<a href="https://dll-wu.github.io">Dr. Zhenzhong Lan</a>(西湖大学)'>Advisor: <a href="https://dll-wu.github.io">Dr. Zhenzhong Lan</a>, Westlake University</div>
<p class="research-desc" data-zh="构建基于黑白名单规则的安全分类与基于知识图谱的意图、情绪识别,用于心理咨询对话场景。">Built blacklist/whitelist safety classification and knowledge-graph-based intent and emotion recognition for counseling dialogue.</p>
</div>
</section>
<section class="section" id="education">
<h2 class="section-title" data-zh="教育背景">Education</h2>
<ul class="plain-list">
<li data-zh='<b>计算机科学硕士</b>,加州大学圣地亚哥分校(UCSD)— <span class="muted">2023年9月 – 2024年12月</span>'><b>M.S. in Computer Science</b>, University of California San Diego (UCSD) — <span class="muted">Sep 2023 – Dec 2024</span></li>
<li data-zh='<b>电气工程理学学士</b>(辅修计算机科学),伊利诺伊大学厄巴纳-香槟分校(UIUC),与浙大联合培养双学位项目 — <span class="muted">2021年9月 – 2023年5月</span>'><b>B.S. in Electrical Engineering</b> (minor in Computer Science), University of Illinois at Urbana-Champaign (UIUC), dual-degree program with ZJU — <span class="muted">Sep 2021 – May 2023</span></li>
<li data-zh='<b>电气工程及其自动化工学学士</b>,浙江大学(ZJU)— <span class="muted">2019年9月 – 2023年7月</span>'><b>B.Eng. in Electrical Engineering and Automation</b>, Zhejiang University (ZJU) — <span class="muted">Sep 2019 – Jul 2023</span></li>
</ul>
</section>
<section class="section" id="honors">
<h2 class="section-title" data-zh="荣誉奖项">Honors & Awards</h2>
<ul class="plain-list">
<li data-zh='<b>2012之星奖</b>(华为)— 2026'><b>2012 Star Award</b>, Huawei — 2026</li>
<li data-zh='<b>STDT 优秀项目交付奖</b>(昇腾基础软件)— 2026'><b>STDT Outstanding Project Delivery Award</b>, Ascend Basic Software — 2026</li>
<li data-zh='<b>美国国家科学基金会 REU 奖学金</b> — 2022'><b>NSF REU Scholarship</b>, National Science Foundation — 2022</li>
<li data-zh='<b>MCM/ICM 国际大学生数学建模竞赛 Meritorious Winner</b>(前 7%,共 10,053 队)— 2021'><b>MCM/ICM Meritorious Winner</b> (Top 7% of 10,053 teams) — 2021</li>
</ul>
</section>
<section class="section" id="travel">
<h2 class="section-title" data-zh="旅行足迹">Travel</h2>
<p class="travel-note" data-zh='工作之外,我爱探索世界 —— <b>已到访 <span id="visited-count">0</span> 个国家</b>,未完待续。 <span class="map-legend"><span class="legend-chip visited"></span> 已到访 <span class="legend-chip planned"></span> 计划中 <span class="legend-chip not-yet"></span> 未到访</span>'>Away from the terminal, I love exploring the world — <b><span id="visited-count">0</span> countries</b> and counting. <span class="map-legend"><span class="legend-chip visited"></span> visited <span class="legend-chip planned"></span> planned <span class="legend-chip not-yet"></span> not yet</span></p>
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<details class="travel-details">
<summary data-zh='完整清单 — 已到访 <span id="visited-summary">0</span> / <span id="total-count">0</span> 个国家'>Full checklist — <span id="visited-summary">0</span> of <span id="total-count">0</span> countries visited</summary>
<ul class="travel-list" id="travel-list"></ul>
</details>
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<section class="section" id="gallery">
<h2 class="section-title" data-zh="相册">Gallery</h2>
<p class="gallery-note" data-zh="旅途中拍下的照片。">Photos from my travels.</p>
<!-- [TODO] Add photos under files/imgs/gallery/, then copy the figure template below for each one -->
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<!--
<figure class="gallery-item">
<img src="files/imgs/gallery/example.jpg" alt="Place" loading="lazy">
<figcaption>Place — Country, Year</figcaption>
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-->
<p class="gallery-empty" data-zh="功能维护中">Under maintenance</p>
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