俞阳阳 Yangyang Yu

I recently graduated from Tsinghua University with a B.S. in Information and Computing Sciences. I work on AI agents, embodied and edge AI, multimodal LLM evaluation, long-term memory, and AI products that move from research prototypes to real users. Currently exploring AI4Math architecture for formal mathematical reasoning and proof verification.

我曾在清华大学人工智能研究院参与大模型与具身智能方向研究,是 VidEgoThink 的第三作者;也在 SkinPilot / SkinLM 早期探索、 TechVoyage(汤问致新)、华为灵犀实验室和 AI 志愿填报项目中实践过 Agent 架构、长期记忆、RAG、后端部署、软硬件协同与产品定义。目前探索 AI4Math 架构,研究形式化数学推理与证明验证。

Yangyang Yu by a waterfall

Research Interests

My current research and engineering interests include multimodal large language models, egocentric video understanding for embodied AI, edge-optimized agents, memory-augmented reasoning, efficient fine-tuning, and human-facing AI systems. I also work on formal verification of mathematical theories, continuing Teichmüller's unified program through Lean 4 formalization and multi-agent collaborative exploration.

Selected Publications

VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI

Sijie Cheng, Kechen Fang, Yangyang Yu, et al.

arXiv preprint, 2024. Third author.

A benchmark and evaluation study for assessing egocentric video understanding capabilities in embodied AI settings.

Undergraduate Thesis

RL-G-Memory: Cold-start & Adaptive Optimization of Multi-Agent Memory via Reinforcement Learning

Tsinghua University · 2026

Studied memory control for multi-agent systems through a two-stage framework that combines supervised cold-start training with staged GRPO optimization. Evaluated on FEVER, HotpotQA, and SciWorld, the work focuses on when agents should retrieve memory rather than simply retrieving more.

Projects

AI4Math: Formal Mathematical Reasoning

Teichmüller's Unified Program

Formal Mathematics · Lean 4 · Multi-agent Exploration · 2026 - Present

Continuing Oswald Teichmüller's 1944 unified program for variable Riemann surfaces. Combines LaTeX tutorials, Lean 4 formalization, and collaborative AI agent exploration with rigorous review. Restores the Göttingen school's legacy in complex geometry, topology, and moduli theory.

ProofWeave

Verifiable Formal Mathematics · Distributed Research · 2026 - Present

A verifiable network for personally delegated formal mathematics research. Enables distributed collaborative theorem proving with cryptographic verification of research contributions and proof chains.

Other Projects

SkinPilot / SkinLM 个性化护肤 Agent(早期项目)

Early-stage Product Exploration · SkinLM / MemoryBase · 2025.08 - Present

Explore algorithm prototypes for a personalized skincare agent with intent routing, dual-layer memory, multi-source data fusion, and privacy-aware longitudinal skin data management. The project also studies how smart-mirror image capture and user feedback can support low-friction skincare decisions.

TechVoyage(汤问致新)角色化 AI Agent 与陪伴机器人系统

Co-Founder & Head of Large Model Technology · Long-term Memory · 2024.10 - Present

Lead the technical roadmap for character-based AI agents and companion robot products. Built virtual-human systems with long-term memory, emotional simulation, personalized conversation, prompt engineering, vector database integration, and backend deployment. Secured MiraclePlus seed funding and iterated MVP prototypes through user testing.

简单志愿 AI 志愿填报助手

AI Agent · Full-stack Development · Product Design · 2025.05 - 2025.08

Designed and developed an AI-powered college application recommendation system for Chinese Gaokao students. The system combined scores, preferences, university policies, and interactive consultation. The internal beta attracted 1000+ students and parents during the 2025 application season.

大模型 Agent 与高效微调研究

Tsinghua AIR · SFT / LoRA · Agent Reasoning · 2023.06 - 2024.06

Worked as an undergraduate research assistant on LLM agents, context length extension, efficient fine-tuning, and memory mechanisms. Contributed to experiment implementation, data organization, ablation analysis, and paper writing for projects including VidEgoThink.

Experience

Shenzhen Institute of Innovation and Entrepreneurship

2025 Fall Camp Fellow · 2025.08

Studied consumer product logic, user research, pain-point discovery, product design, and team collaboration.

Huawei Linxi Lab

LLM AI Engineer Intern · 2024.07 - 2024.10

Worked on multimodal LLM application development and optimized knowledge extraction pipelines for unstructured instructional data. Integrated RAG-style context retrieval and collaborated on enterprise AI deployment workflows.

Course Research Committee, Department of Computer Science, Tsinghua University

Research Member · 2022.08 - 2024.06

Participated in curriculum reform research for 10+ CS courses. Designed questionnaires, interviewed students, analyzed feedback with Python, and contributed to curriculum optimization proposals adopted by the department.

Activities

Tsinghua University Overseas Practice Program, Chile

Field Research · 2023.06 - 2023.07

Conducted field research on indigenous cultural preservation and environmental sustainability. Worked with local organizations through interviews, participatory workshops, and policy-report writing.

Selected Honors

National Silver Award, China International College Students' Innovation Competition

Ministry of Education of China et al. · 2024.10

Awarded for IntelliCompanion, a multimodal desktop companion robot project. Led cloud-edge AI architecture and prototype iterations.

Zheng Gang Overseas Practice Scholarship

Tsinghua University · 2023.12

Recognized overseas field research and cross-cultural practice work in Chile.

Education

Tsinghua University

B.S. in Information and Computing Sciences · 2021.09 - 2026.07

Coursework includes mathematical analysis, linear algebra, probability, discrete mathematics, mathematical programming, data structures, operating systems, computer networks, object-oriented programming, and artificial neural networks.

Award: Tsinghua University Special Scholarship.

Contact

For discussions about AI agents, embodied AI, LLM applications, product building, or engineering projects, feel free to email me at yu-yy21@qq.com.