PPaperPicks

Hongsheng Li

Chinese University of Hong Kong, Department of Electrical Engineering, CUHK-SenseTime Joint Laboratory, Hong Kong

108 papers at tracked venues · 87 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-2664-7975 ↗Google Scholar ↗Homepage ↗

Venues

NeurIPS ×24ICLR ×20CVPR ×15ECCV ×13ACL ×10AAAI ×7ICCV ×5ICML ×5EMNLP ×3ICRA ×2IROS ×2ACM MM ×1MICCAI ×1

Frequent coauthors

Peng Gao
×25
Aojun Zhou
×23
Renrui Zhang
×22
Yu Liu
×17
Ke Wang
×14
Guanglu Song
×14
Yu Qiao
×14
Houxing Ren
×13
Zimu Lu
×13
Mingjie Zhan
×13
Han Xiao
×12
Weikang Shi
×12

Papers

  1. A3: Android Agent Arena for Mobile GUI Agents with Essential-State Procedural Evaluation
    ACL 2026 ·
    Yuxiang Chai
    ,
    Shunye Tang
    ,
    Han Xiao
    ,
    Weifeng Lin
    ,
    Hanhao Li
    ,
    Jiayu Zhang
    ,
    Liang Liu
    ,
    Pengxiang Zhao
    ,
    Guangyi Liu
    ,
    Guozhi Wang
    ,
    Shuai Ren
    ,
    Rongduo Han
    ,
    Haining Zhang
    ,
    Siyuan Huang
    , Hongsheng Li
  2. From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench
    AAAI 2026 ·
    Weikang Shi
    ,
    Houxing Ren
    ,
    Junting Pan
    ,
    Aojun Zhou
    ,
    Ke Wang
    ,
    Zimu Lu
    ,
    Yunqiao Yang
    ,
    Yuxuan Hu
    ,
    Linda Wei
    ,
    Mingjie Zhan
    , Hongsheng Li
  3. MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
    ACL 2026 ·
    Weikang Shi
    ,
    Aldrich Yu
    ,
    Rongyao Fang
    ,
    Houxing Ren
    ,
    Ke Wang
    ,
    Aojun Zhou
    ,
    Changyao Tian
    ,
    Xinyu Fu
    ,
    Yuxuan Hu
    ,
    Zimu Lu
    ,
    Linjiang Huang
    ,
    Si Liu
    ,
    Rui Liu
    , Hongsheng Li
  4. Self-NPO: Data-Free Diffusion Model Enhancement via Truncated Diffusion Fine-Tuning
    AAAI 2026 ·
    Fu-Yun Wang
    ,
    Keqiang Sun
    ,
    Yao Teng
    ,
    Xihui Liu
    ,
    Jiale Yuan
    ,
    Jiaming Song
    , Hongsheng Li
  5. TIDE: Temporal-Aware Sparse Autoencoders for Interpretable Diffusion Transformers in Image Generation
    AAAI 2026 ·
    Victor Shea-Jay Huang
    ,
    Le Zhuo
    ,
    Yi Xin
    ,
    Zhaokai Wang
    ,
    Fu-Yun Wang
    ,
    Yuchi Wang
    ,
    Renrui Zhang
    ,
    Peng Gao
    , Hongsheng Li
  6. Towards Robust Real-World Spreadsheet Understanding with Multi-Agent Multi-Format Reasoning
    ACL 2026 ·
    Houxing Ren
    ,
    Mingjie Zhan
    ,
    Zimu Lu
    ,
    Ke Wang
    ,
    Yunqiao Yang
    ,
    Haotian Hou
    , Hongsheng Li
  7. UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
    AAAI 2026 ·
    Zhengxi Lu
    ,
    Yuxiang Chai
    ,
    Yaxuan Guo
    ,
    Xi Yin
    ,
    Liang Liu
    ,
    Hao Wang
    ,
    Han Xiao
    ,
    Shuai Ren
    ,
    Pengxiang Zhao
    ,
    Guangyi Liu
    ,
    Guanjing Xiong
    , Hongsheng Li
  8. AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents
    ACL 2025 ·
    Yuxiang Chai
    ,
    Siyuan Huang
    ,
    Yazhe Niu
    ,
    Han Xiao
    ,
    Liang Liu
    ,
    Guozhi Wang
    ,
    Dingyu Zhang
    ,
    Shuai Ren
    , Hongsheng Li
  9. Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding
    CVPR 2025 ·
    Han Xiao
    ,
    Yina Xie
    ,
    Guanxin Tan
    ,
    Yinghao Chen
    ,
    Rui Hu
    ,
    Ke Wang
    ,
    Aojun Zhou
    ,
    Hao Li
    ,
    Hao Shao
    ,
    Xudong Lu
    ,
    Peng Gao
    ,
    Yafei Wen
    ,
    Xiaoxin Chen
    ,
    Shuai Ren
    , Hongsheng Li
  10. Alignment with Fill-In-the-Middle for Enhancing Code Generation
    EMNLP 2025 ·
    Houxing Ren
    ,
    Zimu Lu
    ,
    Weikang Shi
    ,
    Haotian Hou
    ,
    Yunqiao Yang
    ,
    Ke Wang
    ,
    Aojun Zhou
    ,
    Junting Pan
    ,
    Mingjie Zhan
    , Hongsheng Li
  11. BLINK-Twice: You see, but do you observe? A Reasoning Benchmark on Visual Perception
    NeurIPS 2025 ·
    Junyan Ye
    ,
    Dongzhi Jiang
    ,
    Jun He
    ,
    Baichuan Zhou
    ,
    Zilong Huang
    ,
    Zhiyuan Yan
    , Hongsheng Li,
    Conghui He
    ,
    Weijia Li
  12. BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices
    CVPR 2025 ·
    Xudong Lu
    ,
    Yinghao Chen
    ,
    Cheng Chen
    ,
    Hui Tan
    ,
    Boheng Chen
    ,
    Yina Xie
    ,
    Rui Hu
    ,
    Guanxin Tan
    ,
    Renshou Wu
    ,
    Yan Hu
    ,
    Yi Zeng
    ,
    Lei Wu
    ,
    Liuyang Bian
    ,
    Zhaoxiong Wang
    ,
    Long Liu
    ,
    Yanzhou Yang
    ,
    Han Xiao
    ,
    Aojun Zhou
    ,
    Yafei Wen
    ,
    Xiaoxin Chen
    ,
    Shuai Ren
    , Hongsheng Li
  13. CameraCtrl II: Dynamic Scene Exploration via Camera-Controlled Video Diffusion Models
    ICCV 2025 ·
    Hao He
    ,
    Ceyuan Yang
    ,
    Shanchuan Lin
    ,
    Yinghao Xu
    ,
    Meng Wei
    ,
    Liangke Gui
    ,
    Qi Zhao
    ,
    Gordon Wetzstein
    ,
    Lu Jiang
    , Hongsheng Li
  14. CameraCtrl: Enabling Camera Control for Video Diffusion Models
    ICLR 2025 ·
    Hao He
    ,
    Yinghao Xu
    ,
    Yuwei Guo
    ,
    Gordon Wetzstein
    ,
    Bo Dai
    , Hongsheng Li,
    Ceyuan Yang
  15. CoPESD: A Multi-Level Surgical Motion Dataset for Training Large Vision-Language Models to Co-Pilot Endoscopic Submucosal Dissection
    ACM MM 2025 ·
    Guankun Wang
    ,
    Han Xiao
    ,
    Renrui Zhang
    ,
    Huxin Gao
    ,
    Long Bai
    ,
    Xiaoxiao Yang
    ,
    Zhen Li
    , Hongsheng Li,
    Hongliang Ren
  16. Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO
    NeurIPS 2025 ·
    Chengzhuo Tong
    ,
    Ziyu Guo
    ,
    Renrui Zhang
    ,
    Wenyu Shan
    ,
    Xinyu Wei
    ,
    Zhenghao Xing
    , Hongsheng Li,
    Pheng-Ann Heng
  17. Diffusion-NPO: Negative Preference Optimization for Better Preference Aligned Generation of Diffusion Models
    ICLR 2025 ·
    Fu-Yun Wang
    ,
    Yunhao Shui
    ,
    Jingtan Piao
    ,
    Keqiang Sun
    , Hongsheng Li
  18. Docopilot: Improving Multimodal Models for Document-Level Understanding
    CVPR 2025 ·
    Yuchen Duan
    ,
    Zhe Chen
    ,
    Yusong Hu
    ,
    Weiyun Wang
    ,
    Shenglong Ye
    ,
    Botian Shi
    ,
    Lewei Lu
    ,
    Qibin Hou
    ,
    Tong Lu
    , Hongsheng Li,
    Jifeng Dai
    ,
    Wenhai Wang
  19. Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want
    ICLR 2025 ·
    Weifeng Lin
    ,
    Xinyu Wei
    ,
    Ruichuan An
    ,
    Peng Gao
    ,
    Bocheng Zou
    ,
    Yulin Luo
    ,
    Siyuan Huang
    ,
    Shanghang Zhang
    , Hongsheng Li
  20. EasyRef: Omni-Generalized Group Image Reference for Diffusion Models via Multimodal LLM
    ICML 2025 ·
    Zhuofan Zong
    ,
    Dongzhi Jiang
    ,
    Bingqi Ma
    ,
    Guanglu Song
    ,
    Hao Shao
    ,
    Dazhong Shen
    ,
    Yu Liu
    , Hongsheng Li
  21. EnerVerse: Envisioning Embodied Future Space for Robotics Manipulation
    NeurIPS 2025 ·
    Siyuan Huang
    ,
    Liliang Chen
    ,
    Pengfei Zhou
    ,
    Shengcong Chen
    ,
    Yue Liao
    ,
    Zhengkai Jiang
    ,
    Yue Hu
    ,
    Peng Gao
    , Hongsheng Li,
    Maoqing Yao
    ,
    Guanghui Ren
  22. FlexDrive: Toward Trajectory Flexibility in Driving Scene Gaussian Splatting Reconstruction and Rendering
    CVPR 2025 ·
    Jingqiu Zhou
    ,
    Lue Fan
    ,
    Linjiang Huang
    ,
    Xiaoyu Shi
    ,
    Si Liu
    ,
    Zhaoxiang Zhang
    , Hongsheng Li
  23. FreeSim: Toward Free-viewpoint Camera Simulation in Driving Scenes
    CVPR 2025 ·
    Lue Fan
    ,
    Hao Zhang
    ,
    Qitai Wang
    , Hongsheng Li,
    Zhaoxiang Zhang
  24. From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning
    ICCV 2025 ·
    Le Zhuo
    ,
    Liangbing Zhao
    ,
    Sayak Paul
    ,
    Yue Liao
    ,
    Renrui Zhang
    ,
    Yi Xin
    ,
    Peng Gao
    ,
    Mohamed Elhoseiny
    , Hongsheng Li
  25. GS-DiT: Advancing Video Generation with Dynamic 3D Gaussian Fields through Efficient Dense 3D Point Tracking
    CVPR 2025 ·
    Weikang Bian
    ,
    Zhaoyang Huang
    ,
    Xiaoyu Shi
    ,
    Yijin Li
    ,
    Fu-Yun Wang
    , Hongsheng Li
  26. GaussianPainter: Painting Point Cloud into 3D Gaussians with Normal Guidance
    AAAI 2025 ·
    Jingqiu Zhou
    ,
    Lue Fan
    ,
    Xuesong Chen
    ,
    Linjiang Huang
    ,
    Si Liu
    , Hongsheng Li
  27. GenieBlue: Integrating Both Linguistic and Multimodal Capabilities for Large Language Models on Mobile Devices
    ICCV 2025 ·
    Xudong Lu
    ,
    Yinghao Chen
    ,
    Renshou Wu
    ,
    Haohao Gao
    ,
    Xi Chen
    ,
    Xue Yang
    ,
    Xiangyu Zhao
    ,
    Aojun Zhou
    ,
    Fangyuan Li
    ,
    Yafei Wen
    ,
    Xiaoxin Chen
    ,
    Shuai Ren
    , Hongsheng Li
  28. GoT: Unleashing Reasoning Capability of MLLM for Visual Generation and Editing
    NeurIPS 2025 ·
    Rongyao Fang
    ,
    Chengqi Duan
    ,
    Kun Wang
    ,
    Linjiang Huang
    ,
    Hao Li
    ,
    Hao Tian
    ,
    Shilin Yan
    ,
    Weihao Yu
    ,
    Xingyu Zeng
    ,
    Jifeng Dai
    ,
    Xihui Liu
    , Hongsheng Li
  29. LLaVA-MoD: Making LLaVA Tiny via MoE-Knowledge Distillation
    ICLR 2025 ·
    Fangxun Shu
    ,
    Yue Liao
    ,
    Lei Zhang
    ,
    Le Zhuo
    ,
    Chenning Xu
    ,
    Guanghao Zhang
    ,
    Haonan Shi
    ,
    Long Chan
    ,
    Tao Zhong
    ,
    Zhelun Yu
    ,
    Wanggui He
    ,
    Siming Fu
    ,
    Haoyuan Li
    ,
    Si Liu
    , Hongsheng Li,
    Hao Jiang
  30. LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding
    EMNLP 2025 ·
    Yuxuan Hu
    ,
    Jihao Liu
    ,
    Ke Wang
    ,
    Jinliang Zheng
    ,
    Weikang Shi
    ,
    Manyuan Zhang
    ,
    Qi Dou
    ,
    Rui Liu
    ,
    Aojun Zhou
    , Hongsheng Li
  31. Let's Verify and Reinforce Image Generation Step by Step
    CVPR 2025 ·
    Renrui Zhang
    ,
    Chengzhuo Tong
    ,
    Zhizheng Zhao
    ,
    Ziyu Guo
    ,
    Haoquan Zhang
    ,
    Manyuan Zhang
    ,
    Jiaming Liu
    ,
    Peng Gao
    , Hongsheng Li
  32. LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding
    AAAI 2025 ·
    Senqiao Yang
    ,
    Jiaming Liu
    ,
    Renrui Zhang
    ,
    Mingjie Pan
    ,
    Ziyu Guo
    ,
    Xiaoqi Li
    ,
    Zehui Chen
    ,
    Peng Gao
    , Hongsheng Li,
    Yandong Guo
    ,
    Shanghang Zhang
  33. Lumina-Image 2.0: a Unified and Efficient Image Generative Framework
    ICCV 2025 ·
    Qi Qin
    ,
    Le Zhuo
    ,
    Yi Xin
    ,
    Ruoyi Du
    ,
    Zhen Li
    ,
    Bin Fu
    ,
    Yiting Lu
    ,
    Xinyue Li
    ,
    Dongyang Liu
    ,
    Xiangyang Zhu
    ,
    Will Beddow
    ,
    Erwann Millon
    ,
    Victor Perez
    ,
    Wenhai Wang
    ,
    Yu Qiao
    ,
    Bo Zhang
    ,
    Xiaohong Liu
    , Hongsheng Li,
    Chang Xu
    ,
    Peng Gao
  34. Lumina-T2X: Scalable Flow-based Large Diffusion Transformer for Flexible Resolution Generation
    ICLR 2025 ·
    Peng Gao
    ,
    Le Zhuo
    ,
    Dongyang Liu
    ,
    Ruoyi Du
    ,
    Xu Luo
    ,
    Longtian Qiu
    ,
    Yuhang Zhang
    ,
    Rongjie Huang
    ,
    Shijie Geng
    ,
    Renrui Zhang
    ,
    Junlin Xie
    ,
    Wenqi Shao
    ,
    Zhengkai Jiang
    ,
    Tianshuo Yang
    ,
    Weicai Ye
    ,
    Tong He
    ,
    Jingwen He
    ,
    Junjun He
    ,
    Yu Qiao
    , Hongsheng Li
  35. M3Net: Multimodal Multi-task Learning for 3D Detection, Segmentation, and Occupancy Prediction in Autonomous Driving
    AAAI 2025 ·
    Xuesong Chen
    ,
    Shaoshuai Shi
    ,
    Tao Ma
    ,
    Jingqiu Zhou
    ,
    Simon See
    ,
    Ka Chun Cheung
    , Hongsheng Li
  36. MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
    ICLR 2025 ·
    Renrui Zhang
    ,
    Xinyu Wei
    ,
    Dongzhi Jiang
    ,
    Ziyu Guo
    ,
    Yichi Zhang
    ,
    Chengzhuo Tong
    ,
    Jiaming Liu
    ,
    Aojun Zhou
    ,
    Shanghang Zhang
    ,
    Peng Gao
    , Hongsheng Li
  37. MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning
    NeurIPS 2025 ·
    Xinyan Chen
    ,
    Renrui Zhang
    ,
    Dongzhi Jiang
    ,
    Aojun Zhou
    ,
    Shilin Yan
    ,
    Weifeng Lin
    , Hongsheng Li
  38. MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
    ICML 2025 ·
    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
  39. MMSearch: Unveiling the Potential of Large Models as Multi-modal Search Engines
    ICLR 2025 ·
    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
  40. MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning
    ACL 2025 ·
    Ke Wang
    ,
    Junting Pan
    ,
    Linda Wei
    ,
    Aojun Zhou
    ,
    Weikang Shi
    ,
    Zimu Lu
    ,
    Han Xiao
    ,
    Yunqiao Yang
    ,
    Houxing Ren
    ,
    Mingjie Zhan
    , Hongsheng Li
  41. MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code
    ICLR 2025 ·
    Zimu Lu
    ,
    Aojun Zhou
    ,
    Ke Wang
    ,
    Houxing Ren
    ,
    Weikang Shi
    ,
    Junting Pan
    ,
    Mingjie Zhan
    , Hongsheng Li
  42. Mixture Compressor for Mixture-of-Experts LLMs Gains More
    ICLR 2025 ·
    Wei Huang
    ,
    Yue Liao
    ,
    Jianhui Liu
    ,
    Ruifei He
    ,
    Haoru Tan
    ,
    Shiming Zhang
    , Hongsheng Li,
    Si Liu
    ,
    Xiaojuan Qi
  43. NaViL: Rethinking Scaling Properties of Native Multimodal Large Language Models under Data Constraints
    NeurIPS 2025 ·
    Changyao Tian
    ,
    Hao Li
    ,
    Gen Luo
    ,
    Xizhou Zhu
    ,
    Weijie Su
    ,
    Hanming Deng
    ,
    Jinguo Zhu
    ,
    Jie Shao
    ,
    Ziran Zhu
    ,
    Yunpeng Liu
    ,
    Lewei Lu
    ,
    Wenhai Wang
    , Hongsheng Li,
    Jifeng Dai
  44. NopeRoomGS: Indoor 3D Gaussian Splatting Optimization without Camera Pose Input
    NeurIPS 2025 ·
    Wenbo Li
    ,
    Yan Xu
    ,
    Mingde Yao
    ,
    Fengjie Liang
    ,
    Jiankai Sun
    ,
    Menglu Wang
    ,
    Guofeng Zhang
    ,
    Linjiang Huang
    , Hongsheng Li
  45. One Leaf Reveals the Season: Occlusion-Based Contrastive Learning with Semantic-Aware Views for Efficient Visual Representation
    ICML 2025 ·
    Xiaoyu Yang
    ,
    Lijian Xu
    , Hongsheng Li,
    Shaoting Zhang
  46. PUMA: Empowering Unified MLLM with Multi-Granular Visual Generation
    ICCV 2025 ·
    Rongyao Fang
    ,
    Chengqi Duan
    ,
    Kun Wang
    ,
    Hao Li
    ,
    Linjiang Huang
    ,
    Hao Tian
    ,
    Xingyu Zeng
    ,
    Rui Zhao
    ,
    Jifeng Dai
    , Hongsheng Li,
    Xihui Liu
  47. Perceive Anything: Recognize, Explain, Caption, and Segment Anything in Images and Videos
    NeurIPS 2025 ·
    Weifeng Lin
    ,
    Xinyu Wei
    ,
    Ruichuan An
    ,
    Tianhe Ren
    ,
    Tingwei Chen
    ,
    Renrui Zhang
    ,
    Ziyu Guo
    ,
    Wentao Zhang
    ,
    Lei Zhang
    , Hongsheng Li
  48. PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions
    ICLR 2025 ·
    Weifeng Lin
    ,
    Xinyu Wei
    ,
    Renrui Zhang
    ,
    Le Zhuo
    ,
    Shitian Zhao
    ,
    Siyuan Huang
    ,
    Junlin Xie
    ,
    Peng Gao
    , Hongsheng Li
  49. Point Cluster: A Compact Message Unit for Communication-Efficient Collaborative Perception
    ICLR 2025 ·
    Zihan Ding
    ,
    Jiahui Fu
    ,
    Si Liu
    ,
    Hongyu Li
    ,
    Siheng Chen
    , Hongsheng Li,
    Shifeng Zhang
    ,
    Xu Zhou
  50. Probability-Consistent Preference Optimization for Enhanced LLM Reasoning
    ACL 2025 ·
    Yunqiao Yang
    ,
    Houxing Ren
    ,
    Zimu Lu
    ,
    Ke Wang
    ,
    Weikang Shi
    ,
    Aojun Zhou
    ,
    Junting Pan
    ,
    Mingjie Zhan
    , Hongsheng Li
  51. Rectified Diffusion: Straightness Is Not Your Need in Rectified Flow
    ICLR 2025 ·
    Fu-Yun Wang
    ,
    Ling Yang
    ,
    Zhaoyang Huang
    ,
    Mengdi Wang
    , Hongsheng Li
  52. ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation
    ACL 2025 ·
    Houxing Ren
    ,
    Mingjie Zhan
    ,
    Zhongyuan Wu
    ,
    Aojun Zhou
    ,
    Junting Pan
    , Hongsheng Li
  53. SKT: Integrating State-Aware Keypoint Trajectories with Vision-Language Models for Robotic Garment Manipulation
    IROS 2025 ·
    Xin Li
    ,
    Siyuan Huang
    ,
    Qiaojun Yu
    ,
    Zhengkai Jiang
    ,
    Ce Hao
    ,
    Yimeng Zhu
    , Hongsheng Li,
    Peng Gao
    ,
    Cewu Lu
  54. SOLVE: Synergy of Language-Vision and End-to-End Networks for Autonomous Driving
    CVPR 2025 ·
    Xuesong Chen
    ,
    Linjiang Huang
    ,
    Tao Ma
    ,
    Rongyao Fang
    ,
    Shaoshuai Shi
    , Hongsheng Li
  55. SmartBench: Is Your LLM Truly a Good Chinese Smartphone Assistant?
    EMNLP 2025 ·
    Xudong Lu
    ,
    Haohao Gao
    ,
    Renshou Wu
    ,
    Shuai Ren
    ,
    Xiaoxin Chen
    , Hongsheng Li,
    Fangyuan Li
  56. SmartPretrain: Model-Agnostic and Dataset-Agnostic Representation Learning for Motion Prediction
    ICLR 2025 ·
    Yang Zhou
    ,
    Hao Shao
    ,
    Letian Wang
    ,
    Steven L. Waslander
    , Hongsheng Li,
    Yu Liu
  57. SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding
    CVPR 2025 ·
    Hao Li
    ,
    Changyao Tian
    ,
    Jie Shao
    ,
    Xizhou Zhu
    ,
    Zhaokai Wang
    ,
    Jinguo Zhu
    ,
    Wenhan Dou
    ,
    Xiao-Gang Wang
    , Hongsheng Li,
    Lewei Lu
    ,
    Jifeng Dai
  58. T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT
    NeurIPS 2025 ·
    Dongzhi Jiang
    ,
    Ziyu Guo
    ,
    Renrui Zhang
    ,
    Zhuofan Zong
    ,
    Hao Li
    ,
    Le Zhuo
    ,
    Shilin Yan
    ,
    Pheng-Ann Heng
    , Hongsheng Li
  59. Towards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodology
    ICLR 2025 ·
    Xiangyu Wang
    ,
    Donglin Yang
    ,
    Ziqin Wang
    ,
    Hohin Kwan
    ,
    Jinyu Chen
    ,
    Wenjun Wu
    , Hongsheng Li,
    Yue Liao
    ,
    Si Liu
  60. UAV-Flow Colosseo: A Real-World Benchmark for Flying-on-a-Word UAV Imitation Learning
    NeurIPS 2025 ·
    Xiangyu Wang
    ,
    Donglin Yang
    ,
    Yue Liao
    ,
    Wenhao Zheng
    ,
    Wenjun Wu
    ,
    Bin Dai
    , Hongsheng Li,
    Si Liu
  61. UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents
    NeurIPS 2025 ·
    Han Xiao
    ,
    Guozhi Wang
    ,
    Yuxiang Chai
    ,
    Zimu Lu
    ,
    Weifeng Lin
    ,
    Hao He
    ,
    Lue Fan
    ,
    Liuyang Bian
    ,
    Rui Hu
    ,
    Liang Liu
    ,
    Shuai Ren
    ,
    Yafei Wen
    ,
    Xiaoxin Chen
    ,
    Aojun Zhou
    , Hongsheng Li
  62. UniAff: A Unified Representation of Affordances for Tool Usage and Articulation with Vision-Language Models
    ICRA 2025 ·
    Qiaojun Yu
    ,
    Siyuan Huang
    ,
    Xibin Yuan
    ,
    Zhengkai Jiang
    ,
    Ce Hao
    ,
    Xin Li
    ,
    Haonan Chang
    ,
    Junbo Wang
    ,
    Liu Liu
    , Hongsheng Li,
    Peng Gao
    ,
    Cewu Lu
  63. VBCD: A Voxel-Based Framework for Personalized Dental Crown Design
    MICCAI 2025 ·
    Linda Wei
    ,
    Chang Liu
    ,
    Wenran Zhang
    ,
    Zengji Zhang
    ,
    Shaoting Zhang
    , Hongsheng Li
  64. Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures
    ICLR 2025 ·
    Yuchen Duan
    ,
    Weiyun Wang
    ,
    Zhe Chen
    ,
    Xizhou Zhu
    ,
    Lewei Lu
    ,
    Tong Lu
    ,
    Yu Qiao
    , Hongsheng Li,
    Jifeng Dai
    ,
    Wenhai Wang
  65. VividFace: A Robost and High-Fidelity Video Face Swapping Framework
    NeurIPS 2025 ·
    Hao Shao
    ,
    Shulun Wang
    ,
    Yang Zhou
    ,
    Guanglu Song
    ,
    Dailan He
    ,
    Zhuofan Zong
    ,
    Shuo Qin
    ,
    Yu Liu
    , Hongsheng Li
  66. WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch
    NeurIPS 2025 ·
    Zimu Lu
    ,
    Yunqiao Yang
    ,
    Houxing Ren
    ,
    Haotian Hou
    ,
    Han Xiao
    ,
    Ke Wang
    ,
    Weikang Shi
    ,
    Aojun Zhou
    ,
    Mingjie Zhan
    , Hongsheng Li
  67. A Global Depth-Range-Free Multi-View Stereo Transformer Network with Pose Embedding
    NeurIPS 2024 ·
    Yitong Dong
    ,
    Yijin Li
    ,
    Zhaoyang Huang
    ,
    Weikang Bian
    ,
    Jingbo Liu
    ,
    Hujun Bao
    ,
    Zhaopeng Cui
    , Hongsheng Li,
    Guofeng Zhang
  68. ADDP: Learning General Representations for Image Recognition and Generation with Alternating Denoising Diffusion Process
    ICLR 2024 ·
    Changyao Tian
    ,
    Chenxin Tao
    ,
    Jifeng Dai
    ,
    Hao Li
    ,
    Ziheng Li
    ,
    Lewei Lu
    ,
    Xiaogang Wang
    , Hongsheng Li,
    Gao Huang
    ,
    Xizhou Zhu
  69. Any2Point: Empowering Any-Modality Large Models for Efficient 3D Understanding
    ECCV 2024 ·
    Yiwen Tang
    ,
    Ray Zhang
    ,
    Jiaming Liu
    ,
    Zoey Guo
    ,
    Bin Zhao
    ,
    Zhigang Wang
    ,
    Peng Gao
    , Hongsheng Li,
    Dong Wang
    ,
    Xuelong Li
  70. Auto MC-Reward: Automated Dense Reward Design with Large Language Models for Minecraft
    CVPR 2024 ·
    Hao Li
    ,
    Xue Yang
    ,
    Zhaokai Wang
    ,
    Xizhou Zhu
    ,
    Jie Zhou
    ,
    Yu Qiao
    ,
    Xiaogang Wang
    , Hongsheng Li,
    Lewei Lu
    ,
    Jifeng Dai
  71. Be-Your-Outpainter: Mastering Video Outpainting Through Input-Specific Adaptation
    ECCV 2024 ·
    Fu-Yun Wang
    ,
    Xiaoshi Wu
    ,
    Zhaoyang Huang
    ,
    Xiaoyu Shi
    ,
    Dazhong Shen
    ,
    Guanglu Song
    ,
    Yu Liu
    , Hongsheng Li
  72. BlinkVision: A Benchmark for Optical Flow, Scene Flow and Point Tracking Estimation Using RGB Frames and Events
    ECCV 2024 ·
    Yijin Li
    ,
    Yichen Shen
    ,
    Zhaoyang Huang
    ,
    Shuo Chen
    ,
    Weikang Bian
    ,
    Xiaoyu Shi
    ,
    Fu-Yun Wang
    ,
    Keqiang Sun
    ,
    Hujun Bao
    ,
    Zhaopeng Cui
    ,
    Guofeng Zhang
    , Hongsheng Li
  73. CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching
    NeurIPS 2024 ·
    Dongzhi Jiang
    ,
    Guanglu Song
    ,
    Xiaoshi Wu
    ,
    Renrui Zhang
    ,
    Dazhong Shen
    ,
    Zhuofan Zong
    ,
    Yu Liu
    , Hongsheng Li
  74. Collaborative Video Diffusion: Consistent Multi-video Generation with Camera Control
    NeurIPS 2024 ·
    Zhengfei Kuang
    ,
    Shengqu Cai
    ,
    Hao He
    ,
    Yinghao Xu
    , Hongsheng Li,
    Leonidas J. Guibas
    ,
    Gordon Wetzstein
  75. Deep Reward Supervisions for Tuning Text-to-Image Diffusion Models
    ECCV 2024 ·
    Xiaoshi Wu
    ,
    Yiming Hao
    ,
    Manyuan Zhang
    ,
    Keqiang Sun
    ,
    Zhaoyang Huang
    ,
    Guanglu Song
    ,
    Yu Liu
    , Hongsheng Li
  76. Delving Deep into Engagement Prediction of Short Videos
    ECCV 2024 ·
    Dasong Li
    ,
    Wenjie Li
    ,
    Baili Lu
    , Hongsheng Li,
    Sizhuo Ma
    ,
    Gurunandan Krishnan
    ,
    Jian Wang
  77. DiffInDScene: Diffusion-Based High-Quality 3D Indoor Scene Generation
    CVPR 2024 ·
    Xiaoliang Ju
    ,
    Zhaoyang Huang
    ,
    Yijiin Li
    ,
    Guofeng Zhang
    ,
    Yu Qiao
    , Hongsheng Li
  78. Efficient Deformable ConvNets: Rethinking Dynamic and Sparse Operator for Vision Applications
    CVPR 2024 ·
    Yuwen Xiong
    ,
    Zhiqi Li
    ,
    Yuntao Chen
    ,
    Feng Wang
    ,
    Xizhou Zhu
    ,
    Jiapeng Luo
    ,
    Wenhai Wang
    ,
    Tong Lu
    , Hongsheng Li,
    Yu Qiao
    ,
    Lewei Lu
    ,
    Jie Zhou
    ,
    Jifeng Dai
  79. Empowering Character-level Text Infilling by Eliminating Sub-Tokens
    ACL 2024 ·
    Houxing Ren
    ,
    Mingjie Zhan
    ,
    Zhongyuan Wu
    , Hongsheng Li
  80. Exploring the Role of Large Language Models in Prompt Encoding for Diffusion Models
    NeurIPS 2024 ·
    Bingqi Ma
    ,
    Zhuofan Zong
    ,
    Guanglu Song
    , Hongsheng Li,
    Yu Liu
  81. FouriScale: A Frequency Perspective on Training-Free High-Resolution Image Synthesis
    ECCV 2024 ·
    Linjiang Huang
    ,
    Rongyao Fang
    ,
    Aiping Zhang
    ,
    Guanglu Song
    ,
    Si Liu
    ,
    Yu Liu
    , Hongsheng Li
  82. GLID: Pre-training a Generalist Encoder-Decoder Vision Model
    CVPR 2024 ·
    Jihao Liu
    ,
    Jinliang Zheng
    ,
    Yu Liu
    , Hongsheng Li
  83. GiT: Towards Generalist Vision Transformer Through Universal Language Interface
    ECCV 2024 ·
    Haiyang Wang
    ,
    Hao Tang
    ,
    Li Jiang
    ,
    Shaoshuai Shi
    ,
    Muhammad Ferjad Naeem
    , Hongsheng Li,
    Bernt Schiele
    ,
    Liwei Wang
  84. LLaMA-Adapter: Efficient Fine-tuning of Large Language Models with Zero-initialized Attention
    ICLR 2024 ·
    Renrui Zhang
    ,
    Jiaming Han
    ,
    Chris Liu
    ,
    Aojun Zhou
    ,
    Pan Lu
    ,
    Yu Qiao
    , Hongsheng Li,
    Peng Gao
  85. LMDrive: Closed-Loop End-to-End Driving with Large Language Models
    CVPR 2024 ·
    Hao Shao
    ,
    Yuxuan Hu
    ,
    Letian Wang
    ,
    Guanglu Song
    ,
    Steven L. Waslander
    ,
    Yu Liu
    , Hongsheng Li
  86. Learning 1D Causal Visual Representation with De-focus Attention Networks
    NeurIPS 2024 ·
    Chenxin Tao
    ,
    Xizhou Zhu
    ,
    Shiqian Su
    ,
    Lewei Lu
    ,
    Changyao Tian
    ,
    Xuan Luo
    ,
    Gao Huang
    , Hongsheng Li,
    Yu Qiao
    ,
    Jie Zhou
    ,
    Jifeng Dai
  87. Lumina-Next : Making Lumina-T2X Stronger and Faster with Next-DiT
    NeurIPS 2024 ·
    Le Zhuo
    ,
    Ruoyi Du
    ,
    Han Xiao
    ,
    Yangguang Li
    ,
    Dongyang Liu
    ,
    Rongjie Huang
    ,
    Wenze Liu
    ,
    Xiangyang Zhu
    ,
    Fu-Yun Wang
    ,
    Zhanyu Ma
    ,
    Xu Luo
    ,
    Zehan Wang
    ,
    Kaipeng Zhang
    ,
    Lirui Zhao
    ,
    Si Liu
    ,
    Xiangyu Yue
    ,
    Wanli Ouyang
    ,
    Yu Qiao
    , Hongsheng Li,
    Peng Gao
  88. MATHVERSE: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?
    ECCV 2024 ·
    Renrui Zhang
    ,
    Dongzhi Jiang
    ,
    Yichi Zhang
    ,
    Haokun Lin
    ,
    Ziyu Guo
    ,
    Pengshuo Qiu
    ,
    Aojun Zhou
    ,
    Pan Lu
    ,
    Kai-Wei Chang
    ,
    Yu Qiao
    ,
    Peng Gao
    , Hongsheng Li
  89. ManipVQA: Injecting Robotic Affordance and Physically Grounded Information into Multi-Modal Large Language Models
    IROS 2024 ·
    Siyuan Huang
    ,
    Iaroslav Ponomarenko
    ,
    Zhengkai Jiang
    ,
    Xiaoqi Li
    ,
    Xiaobin Hu
    ,
    Peng Gao
    , Hongsheng Li,
    Hao Dong
  90. MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning
    ICLR 2024 ·
    Ke Wang
    ,
    Houxing Ren
    ,
    Aojun Zhou
    ,
    Zimu Lu
    ,
    Sichun Luo
    ,
    Weikang Shi
    ,
    Renrui Zhang
    ,
    Linqi Song
    ,
    Mingjie Zhan
    , Hongsheng Li
  91. MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs
    ACL 2024 ·
    Zimu Lu
    ,
    Aojun Zhou
    ,
    Houxing Ren
    ,
    Ke Wang
    ,
    Weikang Shi
    ,
    Junting Pan
    ,
    Mingjie Zhan
    , Hongsheng Li
  92. Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset
    NeurIPS 2024 ·
    Ke Wang
    ,
    Junting Pan
    ,
    Weikang Shi
    ,
    Zimu Lu
    ,
    Houxing Ren
    ,
    Aojun Zhou
    ,
    Mingjie Zhan
    , Hongsheng Li
  93. MoVA: Adapting Mixture of Vision Experts to Multimodal Context
    NeurIPS 2024 ·
    Zhuofan Zong
    ,
    Bingqi Ma
    ,
    Dazhong Shen
    ,
    Guanglu Song
    ,
    Hao Shao
    ,
    Dongzhi Jiang
    , Hongsheng Li,
    Yu Liu
  94. Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models
    ACL 2024 ·
    Xudong Lu
    ,
    Qi Liu
    ,
    Yuhui Xu
    ,
    Aojun Zhou
    ,
    Siyuan Huang
    ,
    Bo Zhang
    ,
    Junchi Yan
    , Hongsheng Li
  95. Personalize Segment Anything Model with One Shot
    ICLR 2024 ·
    Renrui Zhang
    ,
    Zhengkai Jiang
    ,
    Ziyu Guo
    ,
    Shilin Yan
    ,
    Junting Pan
    ,
    Hao Dong
    ,
    Yu Qiao
    ,
    Peng Gao
    , Hongsheng Li
  96. Phased Consistency Models
    NeurIPS 2024 ·
    Fu-Yun Wang
    ,
    Zhaoyang Huang
    ,
    Alexander William Bergman
    ,
    Dazhong Shen
    ,
    Peng Gao
    ,
    Michael Lingelbach
    ,
    Keqiang Sun
    ,
    Weikang Bian
    ,
    Guanglu Song
    ,
    Yu Liu
    ,
    Xiaogang Wang
    , Hongsheng Li
  97. Ponymation: Learning Articulated 3D Animal Motions from Unlabeled Online Videos
    ECCV 2024 ·
    Keqiang Sun
    ,
    Dor Litvak
    ,
    Yunzhi Zhang
    , Hongsheng Li,
    Jiajun Wu
    ,
    Shangzhe Wu
  98. SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models
    ICML 2024 ·
    Dongyang Liu
    ,
    Renrui Zhang
    ,
    Longtian Qiu
    ,
    Siyuan Huang
    ,
    Weifeng Lin
    ,
    Shitian Zhao
    ,
    Shijie Geng
    ,
    Ziyi Lin
    ,
    Peng Jin
    ,
    Kaipeng Zhang
    ,
    Wenqi Shao
    ,
    Chao Xu
    ,
    Conghui He
    ,
    Junjun He
    ,
    Hao Shao
    ,
    Pan Lu
    ,
    Yu Qiao
    , Hongsheng Li,
    Peng Gao
  99. SPHINX: A Mixer of Weights, Visual Embeddings and Image Scales for Multi-modal Large Language Models
    ECCV 2024 ·
    Ziyi Lin
    ,
    Dongyang Liu
    ,
    Renrui Zhang
    ,
    Peng Gao
    ,
    Longtian Qiu
    ,
    Han Xiao
    ,
    Han Qiu
    ,
    Wenqi Shao
    ,
    Keqin Chen
    ,
    Jiaming Han
    ,
    Siyuan Huang
    ,
    Yichi Zhang
    ,
    Xuming He
    ,
    Yu Qiao
    , Hongsheng Li
  100. SPP: Sparsity-Preserved Parameter-Efficient Fine-Tuning for Large Language Models
    ICML 2024 ·
    Xudong Lu
    ,
    Aojun Zhou
    ,
    Yuhui Xu
    ,
    Renrui Zhang
    ,
    Peng Gao
    , Hongsheng Li
  101. SmartRefine: A Scenario-Adaptive Refinement Framework for Efficient Motion Prediction
    CVPR 2024 ·
    Yang Zhou
    ,
    Hao Shao
    ,
    Letian Wang
    ,
    Steven L. Waslander
    , Hongsheng Li,
    Yu Liu
  102. Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification
    ICLR 2024 ·
    Aojun Zhou
    ,
    Ke Wang
    ,
    Zimu Lu
    ,
    Weikang Shi
    ,
    Sichun Luo
    ,
    Zipeng Qin
    ,
    Shaoqing Lu
    ,
    Anya Jia
    ,
    Linqi Song
    ,
    Mingjie Zhan
    , Hongsheng Li
  103. Three Things We Need to Know About Transferring Stable Diffusion to Visual Dense Prediction Tasks
    ECCV 2024 ·
    Manyuan Zhang
    ,
    Guanglu Song
    ,
    Xiaoyu Shi
    ,
    Yu Liu
    , Hongsheng Li
  104. VeloVox: A Low-Cost and Accurate 4D Object Detector with Single-Frame Point Cloud of Livox LiDAR
    ICRA 2024 ·
    Tao Ma
    ,
    Zhiwei Zheng
    ,
    Hongbin Zhou
    ,
    Xinyu Cai
    ,
    Xuemeng Yang
    ,
    Yikang Li
    ,
    Botian Shi
    , Hongsheng Li
  105. Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning
    NeurIPS 2024 ·
    Hao Shao
    ,
    Shengju Qian
    ,
    Han Xiao
    ,
    Guanglu Song
    ,
    Zhuofan Zong
    ,
    Letian Wang
    ,
    Yu Liu
    , Hongsheng Li
  106. ZOPP: A Framework of Zero-shot Offboard Panoptic Perception for Autonomous Driving
    NeurIPS 2024 ·
    Tao Ma
    ,
    Hongbin Zhou
    ,
    Qiusheng Huang
    ,
    Xuemeng Yang
    ,
    Jianfei Guo
    ,
    Bo Zhang
    ,
    Min Dou
    ,
    Yu Qiao
    ,
    Botian Shi
    , Hongsheng Li
  107. ZoLA: Zero-Shot Creative Long Animation Generation with Short Video Model
    ECCV 2024 ·
    Fu-Yun Wang
    ,
    Zhaoyang Huang
    ,
    Qiang Ma
    ,
    Guanglu Song
    ,
    Xudong Lu
    ,
    Weikang Bian
    ,
    Yijin Li
    ,
    Yu Liu
    , Hongsheng Li
  108. nuCraft: Crafting High Resolution 3D Semantic Occupancy for Unified 3D Scene Understanding
    ECCV 2024 ·
    Benjin Zhu
    ,
    Zhe Wang
    , Hongsheng Li