Ruida Liu（刘瑞达）

🎯 方向特长 Interests

深度学习、自然语言处理、算法编程、平面设计
Deep Learning · Natural Language Processing · Algorithm Programming · Graphic Design

我是深圳北理莫斯科大学本科生（大三），专业为计算数学与控制论，与莫斯科国立大学联合培养。自2024年下半年起，几乎全职投入课题组科研近一年半，现任研究助理（RA），主导或协作多个论文/项目。研究兴趣聚焦于 自然语言处理（NLP）、AI Agent 与 可控人工智能，已取得阶段性成果。对科研充满热情，积极寻求合作机会，欢迎联系！
Junior undergraduate at Shenzhen MSU-BIT University, majoring in Computational Mathematics and Cybernetics, in a joint-cultivation program with Lomonosov Moscow State University.Nearly 1.5 years of near-full-time AI research (since late 2024), serving as Research Assistant, leading and collaborating on multiple papers and projects.Research interests: Natural Language Processing (NLP), AI Agents, and Controllable AI — with published results.
Passionate about research and actively seeking collaboration opportunities. Feel free to reach out!

✉️Email: [email protected]

📰 最新动态 News

Jun 2026 NEW

🏆 Competition

「第二大脑 Agent」入围 中国大学生计算机设计大赛（4C）全国总决赛，省赛晋级率约 8%，将于 2026 年 8 月 参加国赛角逐
"Second Brain Agent" advances to the National Finals of the Chinese Collegiate Computing Competition (4C) — among the top ~8% from provincials — competing nationally in August 2026

Apr 2026

🏆 Award

荣获 IEEE 信号处理学会 ICASSP 2026 Travel Grant，全国仅两名获奖者之一，获资助 $1,000
Selected as one of only two recipients nationwide in China for the IEEE Signal Processing Society ICASSP 2026 Grant, awarded $1,000

Mar 2026

📊 Milestone

谷歌学术引用量突破 10，我在学术道路稳步前进！
Google Scholar citations exceeded 10, I am making steady progress in my academic journey!

Jan 2026

📄 Paper

论文 Learning class-conditional temperature with entropy alignment for medical image classification 录用至 ICASSP 2026（CCF-B，共同一作）
Paper Learning class-conditional temperature with entropy alignment for medical image classification accepted at ICASSP 2026 (CCF-B, Co-first author)

🎓 学业 Education

🏫 深北莫北理莫斯科大学 — 计算数学与控制系本科在读 2023–2027
软科排名 #106　｜　GPA 3.4 / 4.0
Shenzhen MSU-BIT University — Faculty of Computational Mathematics and Cybernetics, Undergraduate 2023–2027　Shanghai Ranking #106　｜　GPA 3.4 / 4.0

🏫 莫斯科国立大学 — 计算数学与控制系联合培养 2023–2027
QS排名 #94
Lomonosov Moscow State University — Faculty of Computational Mathematics and Cybernetics, Joint-Cultivation 2023–2027　QS Ranking #94

🧑‍🏫 2025年5月 – 2026年6月，师从深圳北理莫斯科大学人工智能研究院 曾润浩教授 课题组，
担任研究助理（RA），几乎全职参与深度学习科研，主导或协助多篇论文与项目。
May 2025 – Jun 2026, served as Research Assistant (RA) under Prof. Runhao Zeng at the AI Institute, Shenzhen MSU-BIT University. Near-full-time involvement in deep learning research — leading and collaborating on multiple papers and projects.

📄 学术论文 Publications

我在2025年5月份正式加入曾教授的医学与情感智能课题组，与组内优秀的研究生们共事。依托曾老师的教导与组内累积的经验，我逐步学习，从开始的科研辅助工作到能够独立完成论文的从构思->实验->写作的全过程，谷歌学术引用量达到10+。
因为组内的方向，我现在主要的发表集中在AI for Medical方向。但是我对NLP与可控人工智能研究非常感兴趣，在研究中也积累了许多经验见解。目前我正在负责一些Agent相关的项目。
In May 2025, I officially joined Prof. Zeng's Medical and Affective Intelligence Research Group, where I work with outstanding graduate students. With Prof. Zeng's guidance and the group's accumulated experience, I have steadily grown from assisting research tasks to independently completing the full paper pipeline from idea formulation to experiments and writing, and my Google Scholar citations have reached 10+.
Due to the group's direction, my current publications mainly focus on AI for Medical. Meanwhile, I am deeply interested in NLP and Controllable AI, and have developed many practical insights through research. I am currently leading several Agent-related projects.

Learning class-conditional temperature teaser

Learning class-conditional temperature with entropy alignment for medical image classification

ICASSP 2026 (CCF-B)

W. Pan, R. Liu, et al.

共同一作 / Co-first author

提出 CCT-EAL 损失函数，将类条件温度缩放与熵对齐相结合，同时解决医学图像分类中的域偏移与类别不平衡问题。在 5 个公开医学基准数据集上验证，在多数骨干网络上均取得提升。
Proposes CCT-EAL, a loss function integrating class-conditional temperature scaling with entropy alignment to jointly address domain gap and class imbalance in medical image classification. Validated on 5 public medical benchmarks across multiple backbones.

AIRhealth: An AIoT AR-Glasses Framework for Multimodal Dietary Recognition and Personalized Nutrition Management

IEEE CloudCom 2025 (Core-C, Oral Presentation)

R. Liu, et al.

第一作者 / First author

构建首个面向膳食健康的端到端 AR 眼镜系统，将 YOLO 食物检测、Qwen2.5-VL（LoRA 微调）推理与 IoT 端云协同整合于一体。菜品识别准确率 70.17%，手势识别准确率 90.42%。
Builds the first end-to-end AR glasses system for dietary health, unifying YOLO-based food detection, Qwen2.5-VL (LoRA fine-tuned) reasoning, and IoT edge–cloud collaboration into one wearable. Achieves 70.17% dish recognition accuracy and 90.42% gesture detection accuracy.

A Cloud-Edge Collaborative Framework for Autonomous UAV-based Medical Logistics

IEEE CloudCom 2025 (Oral Presentation)

M. Zhao, R. Liu, J. Zhao, H. Gao and R. Zeng

第二作者 / Second author

SM-CBNet: A Speech-Based Parkinson's Disease Diagnosis Model

ICIC 2025 (CCF-C, Oral Presentation)

X. Wang, W. Pan, R. Liu, K. Jin and Z. Tian

第三作者 / Third author

Emotion Recognition from Skeleton Data: A Comprehensive Survey

ACM Computing Survey (Under Review) 2025

Authors, R. Liu, et al.

第四作者 / Fourth author

ECG-Expert-QA: A Benchmark for Evaluating Medical Large Language Models in Heart Disease Diagnosis

BIBM 2025 (CCF-B & Github Starstruck-Repositories)

Authors, R. Liu, et al.

第四作者 / Fourth author

🏆 获奖荣誉 Awards & Honors

在2024年到2025上半年，主要精力在受教育部认可的全国大学生竞赛，覆盖计算机算法、深度学习算法、平面设计等方向。
共获得 五项国家级奖项（获奖率普遍低于 5%），锻炼了思考规划、动手学习与领导团队的能力。
From 2024 to early 2025, focused on Ministry of Education-recognized national university competitions across computer algorithms, deep learning, and graphic design.
Received a total of five national-level awards (acceptance rates generally below 5%), sharpening skills in strategic planning, hands-on learning, and team leadership.

🥇 国家级奖项 National Awards

🏅 省级奖项 Provincial Awards

🎖️ 其他荣誉 Other Honors

    🏆 深圳北理莫斯科大学 · 年度十佳大创项目 · 项目负责人

    📅 2024.11-2025.11

    Project Leader, Top 10 Outstanding Creative Projects at Shenzhen MSU-BIT University

🎓 深圳北理莫斯科大学 · 奖学金两次
Two-time Recipient of Shenzhen MSU-BIT University Academic Scholarship

🌐 语言能力 Language Proficiency

✅ 大学英语六级 CET-6
College English Test Band 6 — CET-6 ✓

✅ 大学俄语公共四级 CRT-4
College Russian Test Band 4 — CRT-4 ✓

🎯 备考中：IELTS
Currently preparing for IELTS

💻 项目经历 Projects

「物联网大赛国一」👓麦粒AI+AR眼镜，基于树莓派，结合各种大小模型、硬件设备实现您的私人营养管家

「IoT Competition National First Prize」👓 MaiLi AI+AR Smart Glasses: Raspberry Pi-based Personal Nutrition Assistant with Integrated AI Models and Hardware

📅 2025.5-2025.9

📄 概述：作品硬件方面使用AR光波导镜片，骨传导扬声器，麦克风，摄像头与3D打印镜框，获取全方位信息提供最方便的交互；软件方面在云端部署通义千问多模态AI大模型，YOLO图像分割模型，中国菜识别模型，手势识别模型，营养素分析模型，慢性病预警模型等。实现了手势点菜，大模型多模态交流，慢性病预警，私人营养建议等功能。作品功能完善，创新性高，有很强的实用价值。现正在申请发明专利。
📄 Overview: The hardware components include AR optical waveguide lenses, bone conduction speakers, microphones, cameras, and 3D-printed frames, providing comprehensive information acquisition for seamless user interaction. The software architecture deploys multiple AI models in the cloud, including Qwen multimodal AI large language model, YOLO image segmentation model, Chinese cuisine recognition model, gesture recognition model, nutritional analysis model, and chronic disease prediction model. The system implements advanced features such as gesture-based food ordering, multimodal AI interaction, chronic disease risk assessment, and personalized nutritional recommendations. This project demonstrates comprehensive functionality, high innovation, and significant practical value.Currently applying for an invention patent.

🏢 深圳企业家日受邀宣讲 · 获投资意向

🏢 Featured at Shenzhen Entrepreneurs Day · Investor Interest

🎤 麦粒 AI+AR 眼镜项目被推荐至深圳企业家日活动，作为青年创新代表上台路演宣讲。项目在现场吸引了多位企业家与投资人关注，就产品化落地、供应链与市场推广展开深入交流，并获得明确的投资合作意向，后续正对接商业化路径。
🎤 The MaiLi AI+AR smart glasses project was invited to Shenzhen Entrepreneurs Day as a featured youth innovation pitch. The on-site presentation attracted strong interest from multiple entrepreneurs and investors, with in-depth discussions on productization, supply chain, and market strategy — culminating in concrete investment-collaboration intent currently being advanced toward commercialization.

🎬 深圳卫视新闻报导

🎬 Project Video

深圳卫视新闻报道与部分功能演示

Watch the video to see the project in action and learn more about its features.

「个人独立原创」设计了深圳北理莫斯科大学学生会会徽，被使用至今

「Original Design」Created the Student Union Emblem for Shenzhen MSU-BIT University, Still in Use Today

点击跳转至公众号推文 ↗

Click to view the WeChat article

💼 实习经历 Internship Experience

🎓 研究助理 (Research Assistant) 2025年5月至今
深圳北理莫斯科大学人工智能研究院情感智能与普适计算研究中心
负责科研项目辅助，人工智能算法研究，数据处理与分析，学术论文撰写等工作。
Research Assistant at the Center for Affective Intelligence and Ubiquitous Computing, AI Institute, Shenzhen MSU-BIT University. Responsibilities include assisting with research projects, AI algorithm research, data processing and analysis, and academic paper writing.

📌 招生助理 (Admissions Assistant) 2023年9月至2024年2月
深圳北理莫斯科大学招生办公室
主持招生宣讲会议，招生信息数据整理，协助招生政策制定，学生咨询接待等工作。
Worked at the Admissions Office of Shenzhen MSU-BIT University. Responsibilities included leading admissions presentations, organizing enrollment data, assisting in admission policy development, and student consultation services.

🏃 智能体育宣传推广助理 (Smart Sports Promotion Assistant) 2024年6月至8月
临沂市体育局实习
管理市体育小程序后台，日常数据库维护与Debug，体育活动宣传推广，用户数据分析等工作。
Interned at the Linyi Municipal Sports Bureau. Responsible for managing the backend of the city's sports mini program, database maintenance and debugging, sports event promotion, and user data analysis.

🎭 社团活动 Extracurricular Activities

我积极参与社团活动与志愿活动，担任🎨新媒体中心设计部部长,💻计算机协会骨干成员与📐数学建模协会骨干成员。多次带领社团参与大学生竞赛与组织技术培训，结识许多校内创新人才。
I actively participate in student organizations and volunteer activities, serving as Head of the Design Department of the New Media Center, a core member of the Computer Association, and a core member of the Mathematical Modeling Association. I have repeatedly led student organizations in university competitions and organized technical training sessions, through which I have connected with many innovative talents on campus.