论文列表 · 国孟昊

2026

Transferring the Intelligence of VLMs to Robotic Control

Meng-Hao Guo, Zhe-Han Mo, Jia-Jun Wang, Yi Zhang, Kejin Wang, Yi-Xuan Deng, Jia-Peng Zhang, Yongming Rao, Shi-Min Hu

arXiv preprint, 2026

项目主页论文

Editable Proof Sketch for Automated Theorem Proving

Zikai Xiao, Hanzheng Wang, Meng-Hao Guo, Shi-Min Hu, Shing-Tung Yau

International Conference on Machine Learning (ICML), 2026

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Pixal3D: Pixel-Aligned 3D Generation from Images

Dong-Yang Li, Wang Zhao, Yuxin Chen, Wenbo Hu, Meng-Hao Guo, Fang-Lue Zhang, Ying Shan, Shi-Min Hu

SIGGRAPH 2026

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TopoCap: Learning Topology-Agnostic Motion Priors for Monocular Video-to-Animation

Cheng-Feng Pu, Jia-Peng Zhang, Meng-Hao Guo, Yan-Pei Cao, Shi-Min Hu

SIGGRAPH 2026 Conference Papers

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Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction

Sunqi Fan, Qingle Liu, Runqi Yin, Meng-Hao Guo, Shuojin Yang

European Conference on Computer Vision (ECCV), 2026

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GPR: Towards a Generative Pre-trained One-Model Paradigm for Large-Scale Advertising Recommendation

Jun Zhang, Yi Li, Yue Liu, Changping Wang, Yuan Wang, Yuling Xiong, Xun Liu, Haiyang Wu, Qian Li, Enming Zhang, Jiawei Sun, Xin Xu, Zishuai Zhang, Ruoran Liu, Suyuan Huang, Zhaoxin Zhang, Zhengkai Guo, Shuojin Yang, Meng-Hao Guo, Huan Yu, Jie Jiang, Shi-Min Hu

ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2026

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Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs

Yi Zhang, Bolin Ni, Xin-Sheng Chen, Heng-Rui Zhang, Yongming Rao, Houwen Peng, Qinglin Lu, Han Hu, Meng-Hao Guo, Shi-Min Hu

International Conference on Learning Representations (ICLR), 2026

技术负责人

论文

SeparateGen: Semantic Component-based 3D Character Generation from Single Images

Dong-Yang Li, Yi-Long Liu, Zi-Xian Liu, Yan-Pei Cao, Meng-Hao Guo, Shi-Min Hu

IEEE Transactions on Visualization and Computer Graphics (TVCG), 2026

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GUICrafter: Weakly-Supervised GUI Agent Leveraging Massive Unannotated Screenshots

Sunqi Fan, Lingshan Chen, Runqi Yin, Qingle Liu, Yongming Rao, Meng-Hao Guo, Shi-Min Hu

arXiv preprint, 2026

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PresentBench: A Fine-Grained Rubric-Based Benchmark for Slide Generation

Xin-Sheng Chen, Jiayu Zhu, Pei-lin Li, Hanzheng Wang, Shuojin Yang, Meng-Hao Guo

arXiv preprint, 2026

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Making LLMs Optimize Multi-Scenario CUDA Kernels Like Experts

Yuxuan Han, Meng-Hao Guo, Zhengning Liu, Wenguang Chen, Shi-Min Hu

arXiv preprint, 2026

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Towards Universal Video MLLMs with Attribute-Structured and Quality-Verified Instructions

Yunheng Li, Hengrui Zhang, Meng-Hao Guo, Wenzhao Gao, Shaoyong Jia, Shaohui Jiao, Qibin Hou, Ming-Ming Cheng

arXiv preprint, 2026

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Improving Variable-Length Generation in Diffusion Language Models via Length Regularization

Zicong Cheng, Ruixuan Jia, Jia Li, Guo-Wei Yang, Meng-Hao Guo, Shi-Min Hu

arXiv preprint, 2026

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SkinTokens: A Learned Compact Representation for Unified Autoregressive Rigging

Jia-Peng Zhang, Cheng-Feng Pu, Meng-Hao Guo, Yan-Pei Cao, Shi-Min Hu

ACM Transactions on Graphics (TOG), 2026

项目主页论文代码

2025

RBench-V: A Primary Assessment for Visual Reasoning Models with Multimodal Outputs

Meng-Hao Guo, Xuanyu Chu, Qianrui Yang, Zhe-Han Mo, Yiqing Shen, Pei-lin Li, Xinjie Lin, Jinnian Zhang, Xin-Sheng Chen, Yi Zhang, Kiyohiro Nakayama, Zhengyang Geng, Houwen Peng, Han Hu, Shi-Min Hu

Advances in Neural Information Processing Systems (NeurIPS), 2025

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Tool-Augmented Spatiotemporal Reasoning for Streamlining Video Question Answering Task

Sunqi Fan, Jiashuo Cui, Meng-Hao Guo, Shuojin Yang

Advances in Neural Information Processing Systems (NeurIPS), 2025

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R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation

Meng-Hao Guo, Jiajun Xu, Yi Zhang, Jiaxi Song, Haoyang Peng, Yi-Xuan Deng, Xinzhi Dong, Kiyohiro Nakayama, Zhengyang Geng, Chen Wang, Bolin Ni, Guo-Wei Yang, Yongming Rao, Houwen Peng, Han Hu, Gordon Wetzstein, Shi-Min Hu

International Conference on Machine Learning (ICML), 2025

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One Model to Rig Them All: Diverse Skeleton Rigging with UniRig

Jia-Peng Zhang, Cheng-Feng Pu, Meng-Hao Guo, Yan-Pei Cao, Shi-Min Hu

ACM Transactions on Graphics (SIGGRAPH 2025)

项目主页论文代码

Adaptive Parameter Selection for Tuning Vision-Language Models

Yi Zhang, Yi-Xuan Deng, Meng-Hao Guo, Shi-Min Hu

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025

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FastMAE: Efficient Masked Autoencoder with Offline Tokenizer

Meng-Hao Guo, Chen Wang, Wei Liu, Shi-Min Hu

Computational Visual Media (CVMJ), 2025

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Deep Learning Methods for 3D Human Body Reconstruction and Generation (in Chinese)

Meng-Hao Guo, Dong-Yang Li, Hao-Yang Peng, Jia-Peng Zhang, Shi-Min Hu

SCIENTIA SINICA Informationis, 2025

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DEER: Draft with Diffusion, Verify with Autoregressive Models

Zicong Cheng, Guo-Wei Yang, Jia Li, Zhijie Deng, Meng-Hao Guo, Shi-Min Hu

arXiv preprint, 2025

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Agentic Keyframe Search for Video Question Answering

Sunqi Fan, Meng-Hao Guo, Shuojin Yang

arXiv preprint, 2025

论文

2024

CharacterGen: Efficient 3D Character Generation from Single Images with Multi-View Pose Canonicalization

Hao-Yang Peng, Jia-Peng Zhang, Meng-Hao Guo, Yan-Pei Cao, Shi-Min Hu

ACM Transactions on Graphics (SIGGRAPH 2024)

项目主页论文代码

Exploring Regional Clues in CLIP for Zero-Shot Semantic Segmentation

Yi Zhang, Meng-Hao Guo, Miao Wang, Shi-Min Hu

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

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Tuning Vision-Language Models With Multiple Prototypes Clustering

Meng-Hao Guo, Yi Zhang, Tai-Jiang Mu, Sharon X. Huang, Shi-Min Hu

IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2024

论文

2023

Visual Attention Network

Meng-Hao Guo, Cheng-Ze Lu, Zheng-Ning Liu, Ming-Ming Cheng, Shi-Min Hu

Computational Visual Media (CVMJ), 2023

最佳论文奖引用 1,500+

论文代码

Beyond Self-Attention: External Attention Using Two Linear Layers for Visual Tasks

Meng-Hao Guo, Zheng-Ning Liu, Tai-Jiang Mu, Shi-Min Hu

IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI)

引用 950+

论文代码

Long Range Pooling for 3D Large-Scale Scene Understanding

Xiang-Li Li, Meng-Hao Guo, Tai-Jiang Mu, Ralph R. Martin, Shi-Min Hu

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023

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MWFormer: Mesh Understanding with Window-based Transformer

Hao-Yang Peng, Meng-Hao Guo, Zheng-Ning Liu, Yong-Liang Yang, Tai-Jiang Mu

Computers & Graphics, 2023

论文

2022

SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation

Meng-Hao Guo, Cheng-Ze Lu, Qibin Hou, Zhengning Liu, Ming-Ming Cheng, Shi-Min Hu

Advances in Neural Information Processing Systems (NeurIPS), 2022

引用 1,800+

论文代码

Attention Mechanisms in Computer Vision: A Survey

Meng-Hao Guo, Tian-Xing Xu, Jiang-Jiang Liu, Zheng-Ning Liu, Peng-Tao Jiang, Tai-Jiang Mu, Song-Hai Zhang, Ralph R. Martin, Ming-Ming Cheng, Shi-Min Hu

Computational Visual Media (CVMJ), 2022

最佳论文奖引用 3,300+

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