Guo, Ziyu

32 publications

ICLR 2026 Exploring the Potential of Encoder-Free Architectures in 3D LMMs Yiwen Tang, Ziyu Guo, Zhuhao Wang, Renrui Zhang, Qizhi Chen, Junli Liu, Delin Qu, Dong Wang, Bin Zhao, Xuelong Li

ICLR 2026 HybridVLA: Collaborative Diffusion and Autoregression in a Unified Vision-Language-Action Model Jiaming Liu, Hao Chen, Zhuoyang Liu, Pengju An, Renrui Zhang, Chenyang Gu, Xiaoqi Li, Ziyu Guo, Sixiang Chen, Mengzhen Liu, Chengkai Hou, Mengdi Zhao, KC alex Zhou, Pheng-Ann Heng, Shanghang Zhang

ICLR 2026 MME-Emotion: A Holistic Evaluation Benchmark for Emotional Intelligence in Multimodal Large Language Models Fan Zhang, Zebang Cheng, Chong Deng, Haoxuan Li, Zheng Lian, Qian Chen, Huadai Liu, Wen Wang, YiFan Zhang, Renrui Zhang, Ziyu Guo, Zhihong Zhu, Hao Wu, Haixin Wang, Yefeng Zheng, Xiaojiang Peng, Xian Wu, Kun Wang, Xiangang Li, Jieping Ye, Pheng-Ann Heng

NeurIPS 2025 Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking Pengxiang Li, Shilin Yan, Jiayin Cai, Renrui Zhang, Ruichuan An, Ziyu Guo, Xiaowei Gao

NeurIPS 2025 Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO Chengzhuo Tong, Ziyu Guo, Renrui Zhang, Wenyu Shan, Xinyu Wei, Zhenghao Xing, Hongsheng Li, Pheng-Ann Heng

CVPR 2025 EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights Zhenghao Xing, Hao Chen, Binzhu Xie, Jiaqi Xu, Ziyu Guo, Xuemiao Xu, Jianye Hao, Chi-Wing Fu, Xiaowei Hu, Pheng-Ann Heng

ICCV 2025 Less Is More: Improving Motion Diffusion Models with Sparse Keyframes Jinseok Bae, Inwoo Hwang, Young-Yoon Lee, Ziyu Guo, Joseph Liu, Yizhak Ben-Shabat, Young Min Kim, Mubbasir Kapadia

CVPR 2025 Let's Verify and Reinforce Image Generation Step by Step Renrui Zhang, Chengzhuo Tong, Zhizheng Zhao, Ziyu Guo, Haoquan Zhang, Manyuan Zhang, Jiaming Liu, Peng Gao, Hongsheng Li

AAAI 2025 LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding Senqiao Yang, Jiaming Liu, Renrui Zhang, Mingjie Pan, Ziyu Guo, Xiaoqi Li, Zehui Chen, Peng Gao, Hongsheng Li, Yandong Guo, Shanghang Zhang

ICLR 2025 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine Renrui Zhang, Xinyu Wei, Dongzhi Jiang, Ziyu Guo, Yichi Zhang, Chengzhuo Tong, Jiaming Liu, Aojun Zhou, Shanghang Zhang, Peng Gao, Hongsheng Li

AAAI 2025 MM-Mixing: Multi-Modal Mixing Alignment for 3D Understanding Jiaze Wang, Yi Wang, Ziyu Guo, Renrui Zhang, Donghao Zhou, Guangyong Chen, Anfeng Liu, Pheng-Ann Heng

ICML 2025 MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency Dongzhi Jiang, Renrui Zhang, Ziyu Guo, Yanwei Li, Yu Qi, Xinyan Chen, Liuhui Wang, Jianhan Jin, Claire Guo, Shen Yan, Bo Zhang, Chaoyou Fu, Peng Gao, Hongsheng Li

ICLR 2025 MMSearch: Unveiling the Potential of Large Models as Multi-Modal Search Engines Dongzhi Jiang, Renrui Zhang, Ziyu Guo, Yanmin Wu, Jiayi Lei, Pengshuo Qiu, Pan Lu, Zehui Chen, Guanglu Song, Peng Gao, Yu Liu, Chunyuan Li, Hongsheng Li

NeurIPS 2025 Perceive Anything: Recognize, Explain, Caption, and Segment Anything in Images and Videos Weifeng Lin, Xinyu Wei, Ruichuan An, Tianhe Ren, Tingwei Chen, Renrui Zhang, Ziyu Guo, Wentao Zhang, Lei Zhang, Hongsheng Li

CVPRW 2025 SmoothCache: A Universal Inference Acceleration Technique for Diffusion Transformers Joseph Liu, Joshua Geddes, Ziyu Guo, Haomiao Jiang, Mahesh Kumar Nandwana

ICCV 2025 StyleMotif: Multi-Modal Motion Stylization Using Style-Content Cross Fusion Ziyu Guo, Young Yoon Lee, Joseph Liu, Yizhak Ben-Shabat, Victor Zordan, Mubbasir Kapadia

NeurIPS 2025 T2I-R1: Reinforcing Image Generation with Collaborative Semantic-Level and Token-Level CoT Dongzhi Jiang, Ziyu Guo, Renrui Zhang, Zhuofan Zong, Hao Li, Le Zhuo, Shilin Yan, Pheng-Ann Heng, Hongsheng Li

NeurIPS 2025 UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens Ruichuan An, Sihan Yang, Renrui Zhang, Zijun Shen, Ming Lu, Gaole Dai, Hao Liang, Ziyu Guo, Shilin Yan, Yulin Luo, Bocheng Zou, Chaoqun Yang, Wentao Zhang

NeurIPS 2025 What We Miss Matters: Learning from the Overlooked in Point Cloud Transformers Yi Wang, Jiaze Wang, Ziyu Guo, Renrui Zhang, Donghao Zhou, Guangyong Chen, Anfeng Liu, Pheng-Ann Heng

ECCV 2024 MathVerse: Does Your Multi-Modal LLM Truly See the Diagrams in Visual Math Problems? Renrui Zhang, Dongzhi Jiang, Yichi Zhang, Haokun Lin, Ziyu Guo, Pengshuo Qiu, Aojun Zhou, Pan Lu, Kai-Wei Chang, Peng Gao, Hongsheng Li

CVPR 2024 No Time to Train: Empowering Non-Parametric Networks for Few-Shot 3D Scene Segmentation Xiangyang Zhu, Renrui Zhang, Bowei He, Ziyu Guo, Jiaming Liu, Han Xiao, Chaoyou Fu, Hao Dong, Peng Gao

ICLR 2024 Personalize Segment Anything Model with One Shot Renrui Zhang, Zhengkai Jiang, Ziyu Guo, Shilin Yan, Junting Pan, Hao Dong, Yu Qiao, Peng Gao, Hongsheng Li

AAAI 2024 Referred by Multi-Modality: A Unified Temporal Transformer for Video Object Segmentation Shilin Yan, Renrui Zhang, Ziyu Guo, Wenchao Chen, Wei Zhang, Hongyang Li, Yu Qiao, Hao Dong, Zhongjiang He, Peng Gao

AAAI 2024 Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting Weiyang Kong, Ziyu Guo, Yubao Liu

IJCAI 2024 X-Former Elucidator: Reviving Efficient Attention for Long Context Language Modeling Xupeng Miao, Shenhan Zhu, Fangcheng Fu, Ziyu Guo, Zhi Yang, Yaofeng Tu, Zhihao Jia, Bin Cui

AAAI 2023 CALIP: Zero-Shot Enhancement of CLIP with Parameter-Free Attention Ziyu Guo, Renrui Zhang, Longtian Qiu, Xianzheng Ma, Xupeng Miao, Xuming He, Bin Cui

IJCAI 2023 Joint-MAE: 2D-3D Joint Masked Autoencoders for 3D Point Cloud Pre-Training Ziyu Guo, Renrui Zhang, Longtian Qiu, Xianzhi Li, Pheng-Ann Heng

ICCV 2023 MonoDETR: Depth-Guided Transformer for Monocular 3D Object Detection Renrui Zhang, Han Qiu, Tai Wang, Ziyu Guo, Ziteng Cui, Yu Qiao, Hongsheng Li, Peng Gao

WACV 2023 Nearest Neighbors Meet Deep Neural Networks for Point Cloud Analysis Renrui Zhang, Liuhui Wang, Ziyu Guo, Jianbo Shi

ICCV 2023 PointCLIP V2: Prompting CLIP and GPT for Powerful 3D Open-World Learning Xiangyang Zhu, Renrui Zhang, Bowei He, Ziyu Guo, Ziyao Zeng, Zipeng Qin, Shanghang Zhang, Peng Gao

NeurIPS 2022 Point-M2AE: Multi-Scale Masked Autoencoders for Hierarchical Point Cloud Pre-Training Renrui Zhang, Ziyu Guo, Peng Gao, Rongyao Fang, Bin Zhao, Dong Wang, Yu Qiao, Hongsheng Li

CVPR 2022 PointCLIP: Point Cloud Understanding by CLIP Renrui Zhang, Ziyu Guo, Wei Zhang, Kunchang Li, Xupeng Miao, Bin Cui, Yu Qiao, Peng Gao, Hongsheng Li