Yuanhuiyi LYU

About Me

Hi! I’m a 1st year PhD student at HKUST GZ.

I obtained my B.ENG in Artificial Intelligence from Northeastern University (NEU).

Publications

ICML 2025

RealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning

Yuanhuiyi Lyu, Xu Zheng, Lutao Jiang, Yibo Yan, Xin Zou, Huiyu Zhou, Linfeng Zhang, Xuming Hu

Forty-Second International Conference on Machine Learning(ICML), 2025.

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CVPR 2024

UniBind: LLM-Augmented Unified and Balanced Representation Space to Bind Them All

Yuanhuiyi Lyu, Xu Zheng, Jiazhou Zhou, Lin Wang

The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.

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arXiv

Image Anything: Towards Reasoning-coherent and Training-free Multi-modal Image Generation

Yuanhuiyi Lyu, Xu Zheng, Lin Wang

arXiv (arXiv), 2024.

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ECCV 2024 Oral

Learning Modality-agnostic Representation for Semantic Segmentation from Any Modalities

Xu Zheng, Yuanhuiyi Lyu, Lin Wang

The European Conference on Computer Vision (ECCV), Oral, 2024.

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CVPR 2024 Hightlight

ExACT: Language-guided Conceptual Reasoning and Uncertainty Estimation for Event-based Action Recognition and More

Jiazhou Zhou, Xu Zheng, Yuanhuiyi Lyu, Lin Wang

The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Highlight, 2024.

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ECCV 2024

Centering the Value of Every Modality: Towards Efficient and Resilient Modality-agnostic Semantic Segmentation

Xu Zheng, Yuanhuiyi Lyu, Jiazhou Zhou, Lin Wang

The European Conference on Computer Vision (ECCV), 2024.

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ECCV 2024

EventBind: Learning a Unified Representation to Bind Them All for Event-based Open-world Understanding

Jiazhou Zhou, Xu Zheng, Yuanhuiyi Lyu, Lin Wang

The European Conference on Computer Vision (ECCV), 2024.

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ICRA 2024

Chasing Day and Night: Towards Robust and Efficient All-Day Object Detection Guided by an Event Camera

Jiahang Cao, Xu Zheng, Yuanhuiyi Lyu, Jiaxu Wang, Renjing Xu, Lin Wang

The 2024 IEEE International Conference on Robotics and Automation (ICRA), 2024.

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ICLR 2023

Universal Vision-Language Dense Retrieval: Learning A Unified Representation Space for Multi-Modal Retrieval

Zhenghao Liu, Chenyan Xiong, Yuanhuiyi Lv, Zhiyuan Liu, Ge Yu

The Eleventh International Conference on Learning Representations (ICLR), 2023.

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arXiv

CompoNeRF: Text-guided Multi-object Compositional NeRF with Editable 3D Scene Layout

Haotian Bai, Yuanhuiyi Lyu, Lutao Jiang, Si Jia Li, Haonan Lu, Xiaodong Lin, Lin Wang

arXiv (arXiv), 2023.

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Honors and Awards

2023.07 Outstanding Graduation Dissertation (<2%), Northeastern University.
2022.09 Outstanding Students Scholarship, Northeastern University.
2021.09 Outstanding Students Scholarship, Northeastern University.
2020.09 Outstanding Students Scholarship, Northeastern University.

Internships

[Oct. 2021 ‑ Dec. 2022], THUNLP, Tsinghua University
- Supervisor: Zhenghao Liu, Chenyan Xiong, and Zhiyuan Liu

Services

Conference Reviewers: ICML, NeurIPS, CVPR, ICCV, AAAI, ACM MM