Profile

Yuxing Lu

PhD Student

Department of Big Data and Biomedical AI, College of Future Technology, Peking University, China

Hi there! I'm Yuxing Lu (陆宇星), a third-year Ph.D. student at Peking University, supervised by Dr. Jinzhuo Wang and Prof. Kang Zhang. I earned my B.Eng. from Soochow University, where I was supervised by Prof. Zhixu Li. Currently, I am a research intern at Tencent AI for Life Science Lab, collaborating with Jianhua Yao and Yu Zhao.

Recent Updates

  • 2025-03

    Our research paper "Cross-modal alignment with synthetic caption for text-based person search" has been accepted by the International Journal of Multimedia Information Retrieval!

  • 2024-12

    I was honored to receive the National Scholarship!

  • 2024-06

    I was selected for the Tencent Rhino-bird Elite Program and began my internship at Tencent AI for Life Science Lab, which lasted for a year!

Education

Peking University

2022-2027 (est.)

PhD. Biomedical Engineering (Joint Program with Georgia Tech and Emory University)

Soochow University

2018-2022

B.S. Computer Science and Technology (Artificial Intelligence)

Internship

Tencent

2024.06-2025.06 (est.)

Intern, Shenzhen

Huawei Technologies Co., Ltd

2021.07-2021.12

AI Engineer (Intern), Nanjing

National University of Singapore Research Institute

2021.02-2021.06

Research Intern, Suzhou

Publications

19

Peer-Reviewed Papers

5

Pre-Prints

Publication Timeline

2025
6
2024
13
2023
5

Biomedical Knowledge Graph: A Survey of Domains, Tasks, and Real-World Applications

2025

Lu, Yuxing, Goi, S.Y., Zhao, X., & Wang, J.

arXiv preprint arXiv:2501.11632

PreprintFirst AuthorKnowledge GraphMedical AIMultiomicsSurvey

Exploring Temporal and Spatial Patterns and Nonlinear Driving Mechanism of Park Perceptions: A Multi-Source Big Data Study

2025

Zhao, X., Huang, H., Lin, G., & Lu, Yuxing

Sustainable Cities and Society

Urban PlanningCVPark Perceptions

Cross-modal alignment with synthetic caption for text-based person search

2025

W Zhao, Lu, Yuxing, Z Liu, Y Yang, G Jiao

International Journal of Multimedia Information Retrieval

Text-Based Person SearchCross-modalCV

KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment

2025

Lu, Yuxing, J Wang

arXiv preprint arXiv:2502.06472

PreprintFirst AuthorKnowledge GraphLLMMulti-AgentNLP

Dissecting dynamic gene regulatory network using transformer-based temporal causality analysis

2025

R Peng, J Qi, Lu, Yuxing, W Wu, Q Sun, C Zhang, Y Chen, J Wang

bioRxiv

PreprintGene Regulatory NetworkMultiomics

END^2: Robust Dual-Decoder Watermarking Framework Against Non-Differentiable Distortions

2025

N Sun, H Fang, Lu, Yuxing, C Zhao, H Ling

arXiv preprint arXiv:2412.09960

PreprintWatermarkingCVPrivacy

RAG and RAU: A survey on retrieval-augmented language model in natural language processing

2024

Hu, Y., & Lu, Yuxing

arXiv preprint arXiv:2404.19543

PreprintNLPRAGSurvey

An integrated deep learning approach for assessing the visual qualities of built environments utilizing street view images

2024

Zhao, X., Lu, Yuxing, & Lin, G.

Engineering Applications of Artificial Intelligence

CVUrban PlanningStreet View

Accurate estimation of biological age and its application in disease prediction using a multimodal image Transformer system

2024

Wang, J., Gao, Y., Wang, F., Zeng, S., Li, J., Miao, H., ..., Lu, Yuxing, ...

Proceedings of the National Academy of Sciences

Medical AICVBiological AgeDisease Prediction

Self-improving generative foundation model for synthetic medical image generation and clinical applications

2024

Wang, J., Wang, K., Yu, Y., Lu, Yuxing, ...

Nature Medicine

First AuthorMedical AICVReinforcement LearningGenerative Models

Millimeter-scale magnetic implants paired with a fully integrated wearable device for wireless biophysical and biochemical sensing

2024

Wan, J., Nie, Z., Xu, J., Zhang, Z., Yao, S., Xiang, Z., ... , Lu, Yuxing, ...

Science Advances

SensingWearable Devices

Assessing and interpreting perceived park accessibility, usability and attractiveness through texts and images from social media

2024

Zhao, X., Lu, Yuxing, Huang, W., & Lin, G.

Sustainable Cities and Society

Urban PlanningCVSocial MediaAccessibility

ClinicalRAG: Enhancing Clinical Decision Support through Heterogeneous Knowledge Retrieval

2024

Lu, Yuxing, Zhao, X., & Wang, J.

The 62nd Annual Meeting of the Association for Computational Linguistics

First AuthorNLPKnowledge GraphMedical AIRAG

Concentrated Reasoning and Unified Reconstruction for Multi-Modal Media Manipulation

2024

Zhao, W., Lu, Yuxing, Jiao, G., & Yang, Y.

ICASSP 2024 IEEE International Conference on Acoustics, Speech and Signal Processing

Multi-ModalMedia ManipulationCV

Enhancing multimodal knowledge graph representation learning through triple contrastive learning

2024

Lu, Yuxing, Zhao, W., Sun, N., & Wang, J.

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence

First AuthorKnowledge GraphContrastive LearningNLP

Dual-Color Granularity Alignment for Text-Based Person Search

2024

W Zhao, Lu, Yuxing, G Jiao, Y Yang

ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing

Text-Based Person SearchAlignmentCV

GAEL: A Global-Aware Entity Linking Model Based on Retriever-Reader Paradigm

2024

L Wang, S Hao, Lu, Yuxing, C Wang, Y Liu, S Li

2024 7th International Conference on Machine Learning and Natural Language …

Entity LinkingRetriever-ReaderNLP

Multiscale Scoring Model for Enhanced Urban Perception Evaluation

2024

X Zhao¹, Lu, Yuxing, J Wang

ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and…

First AuthorUrban PlanningMultiscaleEvaluationCV

Deep‐learning‐based diagnosis of myopia in children using optical coherence tomography angiography

2024

W Xiao, Lu, Yuxing, H Miao, W Zhao, D Schanzlin

MedComm–Future Medicine

CVOCTMedical AI

Optimized glycemic control of type 2 diabetes with reinforcement learning: a proof-of-concept trial

2023

Wang, G., Liu, X., Ying, Z., Yang, G., Chen, Z., Liu, Z., ..., Lu, Yuxing, ...

Nature Medicine

Medical AIReinforcement LearningDiabetes

MedKPL: a heterogeneous knowledge enhanced prompt learning framework for transferable diagnosis

2023

Lu, Yuxing, Liu, X., Du, Z., Gao, Y., & Wang, G.

Journal of Biomedical Informatics

First AuthorMedical AINLPKnowledge GraphPrompt Learning

Medical knowledge-enhanced prompt learning for diagnosis classification from clinical text

2023

Lu, Yuxing, Zhao, X., & Wang, J.

The 61st Annual Meeting of the Association for Computational Linguistics

First AuthorNLPMedical AIKnowledge GraphPrompt Learning

Multiomics dynamic learning enables personalized diagnosis and prognosis for pancancer and cancer subtypes

2023

Lu, Yuxing, Peng, R., Dong, L., Xia, K., Wu, R., Xu, S., & Wang, J.

Briefings in Bioinformatics

First AuthorMultiomicsCancerMachine Learning

MoTIF: a Method for Trustworthy Dynamic Multimodal Learning on Omics

2023

Lu, Yuxing, R Peng, J Wang, B Jiang

2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM …

First AuthorMultiomicsTrustworthy AIBioinformatics

🔍Patents and Copyrights

[P] Method, Apparatus, Equipment and Storage Medium for Processing Biological Samples

No. 202411677321 | 2024.11

[P] Training Method, Apparatus, Electronic Device, Medium and Program Product for Prediction Model

No. 202411162345 | 2024.07

[P] Dual-modal scoring system coupling park social media texts and images

No. 2024100167605 | 2024.01

[P] Method for built environments perception based on street view images

No. 2023117075790 | 2023.12

[C] Simulation autonomous driving system based on European Truck 2

No. 2021R11L1628129 | 2021.04

[C] Enterprise entity recognition system based on deep learning

No. 2021R45L2584735 | 2020.11

Selected Honors and Awards

National Scholarship

Peking University

2024.12

Principle's Scholarship

Peking University

2024.06

Top Ten Outstanding Youth Volunteer Exemplars

Peking University

2023.12

Merit Student

Peking University

2023.10

Top 100 Youth Volunteer

Peking University

2022.12

Second Prize (National)

"China Software Cup" Software Design Competition

2021.11

Bronze Medal (National)

"Internet +" National Entrepreneurship Competition

2021.10

Second Prize (National)

"Lanqiao" Software National Competition

2021.05

Extracurricular Activities

Administrative Assistant

2023.09-Now

College of Future Technology, Peking University

Administrative Assistant

2022.09-Now

International Student Office, Peking University

President

2020.06-2021.09

Student Union, SCST, Soochow University

President

2020.06-2021.09

Youth Volunteer Association, SCST, Soochow University

Executive Director

2019.06-Now

Suzhou "Star Autism Child" Program