E-CLIP: Towards Label-efficient Event-based Open-world Understanding by CLIP. - Jiazhou Zhou; Xu Zheng 002; Yuanhuiyi Lyu; Lin Wang 025 (CoRR, 2023)

UniBind: LLM-Augmented Unified and Balanced Representation Space to Bind Them All. - Yuanhuiyi Lyu; Xu Zheng; Jiazhou Zhou; Lin Wang (CVPR, 2024)

ExACT: Language-Guided Conceptual Reasoning and Uncertainty Estimation for Event-Based Action Recognition and More. - Jiazhou Zhou; Xu Zheng; Yuanhuiyi Lyu; Lin Wang (CVPR, 2024)

Learning Modality-Agnostic Representation for Semantic Segmentation from Any Modalities. - Xu Zheng 002; Yuanhuiyi Lyu; Lin Wang 025 (ECCV (34), 2024)

Centering the Value of Every Modality: Towards Efficient and Resilient Modality-Agnostic Semantic Segmentation. - Xu Zheng 002; Yuanhuiyi Lyu; Jiazhou Zhou; Lin Wang 025 (ECCV (69), 2024)

EventBind: Learning a Unified Representation to Bind Them All for Event-Based Open-World Understanding. - Jiazhou Zhou; Xu Zheng 002; Yuanhuiyi Lyu; Lin Wang 025 (ECCV (70), 2024)

Chasing Day and Night: Towards Robust and Efficient All-Day Object Detection Guided by an Event Camera. - Jiahang Cao; Xu Zheng 002; Yuanhuiyi Lyu; Jiaxu Wang; Renjing Xu; Lin Wang 025 (ICRA, 2024)

Image Anything: Towards Reasoning-coherent and Training-free Multi-modal Image Generation. - Yuanhuiyi Lyu; Xu Zheng 002; Lin Wang 025 (CoRR, 2024)

UniBind: LLM-Augmented Unified and Balanced Representation Space to Bind Them All. - Yuanhuiyi Lyu; Xu Zheng 002; Jiazhou Zhou; Lin Wang 025 (CoRR, 2024)

ExACT: Language-guided Conceptual Reasoning and Uncertainty Estimation for Event-based Action Recognition and More. - Jiazhou Zhou; Xu Zheng 002; Yuanhuiyi Lyu; Lin Wang 025 (CoRR, 2024)

OmniBind: Teach to Build Unequal-Scale Modality Interaction for Omni-Bind of All. - Yuanhuiyi Lyu; Xu Zheng 002; Dahun Kim; Lin Wang 025 (CoRR, 2024)

EIT-1M: One Million EEG-Image-Text Pairs for Human Visual-textual Recognition and More. - Xu Zheng 002; Ling Wang; Kanghao Chen; Yuanhuiyi Lyu; Jiazhou Zhou; Lin Wang 025 (CoRR, 2024)

Learning Robust Anymodal Segmentor with Unimodal and Cross-modal Distillation. - Xu Zheng 002; Haiwei Xue; Jialei Chen 001; Yibo Yan; Lutao Jiang; Yuanhuiyi Lyu; Kailun Yang 001; Linfeng Zhang 001; Xuming Hu (CoRR, 2024)

A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges. - Yibo Yan; Jiamin Su; Jianxiang He; Fangteng Fu; Xu Zheng 002; Yuanhuiyi Lyu; Kun Wang 042; Shen Wang 005; Qingsong Wen; Xuming Hu (CoRR, 2024)

MAGIC++: Efficient and Resilient Modality-Agnostic Semantic Segmentation via Hierarchical Modality Selection. - Xu Zheng 002; Yuanhuiyi Lyu; Lutao Jiang; Jiazhou Zhou; Lin Wang 025; Xuming Hu (CoRR, 2024)

MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models. - Jiahao Huo; Yibo Yan; Xu Zheng 002; Yuanhuiyi Lyu; Xin Zou 001; Zhihua Wei; Xuming Hu (ACL (Findings), 2025)

A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges. - Yibo Yan; Jiamin Su; Jianxiang He; Fangteng Fu; Xu Zheng 002; Yuanhuiyi Lyu; Kun Wang 056; Shen Wang 005; Qingsong Wen; Xuming Hu (ACL (Findings), 2025)

RealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning. - Yuanhuiyi Lyu; Xu Zheng 002; Lutao Jiang; Yibo Yan; Xin Zou 001; Huiyu Zhou 005; Linfeng Zhang 001; Xuming Hu (CoRR, 2025)

MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation. - Chenfei Liao; Xu Zheng 002; Yuanhuiyi Lyu; Haiwei Xue; Yihong Cao; Jiawen Wang; Kailun Yang 001; Xuming Hu (CoRR, 2025)

From Reusing to Forecasting: Accelerating Diffusion Models with TaylorSeers. - Jiacheng Liu; Chang Zou; Yuanhuiyi Lyu; Junjie Chen; Linfeng Zhang (CoRR, 2025)

OmniSAM: Omnidirectional Segment Anything Model for UDA in Panoramic Semantic Segmentation. - Ding Zhong; Xu Zheng 002; Chenfei Liao; Yuanhuiyi Lyu; Jialei Chen 001; Shengyang Wu; Linfeng Zhang 001; Xuming Hu (CoRR, 2025)

Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook. - Xu Zheng 002; Ziqiao Weng; Yuanhuiyi Lyu; Lutao Jiang; Haiwei Xue; Bin Ren; Danda Pani Paudel; Nicu Sebe; Luc Van Gool; Xuming Hu (CoRR, 2025)

DiMeR: Disentangled Mesh Reconstruction Model. - Lutao Jiang; Jiantao Lin; Kanghao Chen; Wenhang Ge; Xin Yang 020; Yifan Jiang; Yuanhuiyi Lyu; Xu Zheng; Yingcong Chen (CoRR, 2025)

Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization. - Xu Zheng 002; Yuanhuiyi Lyu; Lutao Jiang; Danda Pani Paudel; Luc Van Gool; Xuming Hu (CoRR, 2025)

Are Multimodal Large Language Models Ready for Omnidirectional Spatial Reasoning? - Zihao Dongfang; Xu Zheng 002; Ziqiao Weng; Yuanhuiyi Lyu; Danda Pani Paudel; Luc Van Gool; Kailun Yang 001; Xuming Hu (CoRR, 2025)

MLLMs are Deeply Affected by Modality Bias. - Xu Zheng 002; Chenfei Liao; Yuqian Fu; Kaiyu Lei; Yuanhuiyi Lyu; Lutao Jiang; Bin Ren; Jialei Chen 001; Jiawen Wang; Chengxin Li; Linfeng Zhang 001; Danda Pani Paudel; et al. (CoRR, 2025)