InterleaveThinker: Reinforcing Agentic Interleaved Generation
Dian Zheng, Harry Lee, Manyuan Zhang, Kaituo Feng, Zoey Guo, Ray Zhang, Hongsheng Li†
Arxiv, 2026 [Paper] [Code] [Project Page] [HF Demo]

OneSearch-VL: Unified Multimodal Deep Research Agent for Image and Video
Hongyu Li, Manyuan Zhang, Kaituo Feng, Shu Chen, Dian Zheng, Hao Li, Hao Yu, Zhangquan Chen, Zoey Guo, Ray Zhang, Shaofei Huang, Tianrui Hui, Linjiang Huang, Si Liu†
Arxiv, 2026 [Paper] [Code]

Gen-Searcher: Reinforcing Agentic Search for Image Generation
Kaituo Feng, Manyuan Zhang, Shuang Chen, Yunlong Lin, Kaixuan Fan, Yilei Jiang, Hongyu Li, Dian Zheng, Chenyang Wang, Xiangyu Yue†
Neural Information Processing Systems (NeurIPS), 2026
[Paper] [Code] [Project Page]

OneThinker: All-in-one Reasoning Model for Image and Video
Kaituo Feng, Manyuan Zhang, Hongyu Li, Kaixuan Fan, Shuang Chen, Yilei Jiang, Dian Zheng, Peiwen Sun, Yiyuan Zhang, Haoze Sun, Yan Feng, Peng Pei, Xunliang Cai, Xiangyu Yue†
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026 [Paper] [Code] [Social Media [量子位]]

EditThinker: Unlocking Iterative Reasoning for Any Image Editor
Hongyu Li, Manyuan Zhang, Dian Zheng, Ziyu Guo, Yimeng Jia, Kaituo Feng, Hao Yu, Yexin Liu, Yan Feng, Peng Pei, Xunliang Cai, Linjiang Huang, Hongsheng Li, Si Liu†
Arxiv, 2025
[Paper] [Code] [Project Page]

Uni-Edit: Intelligent Editing Is A General Task For Unified Model Tuning
Dian Zheng, Manyuan Zhang, Hongyu Li, Hongbo Liu, Kai Zou, Kaituo Feng, Hongsheng Li†
Arxiv, 2026 [Paper] [Code] [Project Page]

LongCat-Next: Lexicalizing Modalities as Discrete Tokens
LongCat Team (Per company policy, interns are acknowledged.)
Tech Report, 2026 [Paper] [Code] [Blog] [Demo] [Social Media [机器之心]]

AIA: Rethinking Architecture Decoupling Strategy In Unified Multimodal Model
Dian Zheng, Manyuan Zhang, Hongyu Li, Kai Zou, Hongbo Liu, Ziyu Guo, Kaituo Feng, Yexin Liu, Ying Luo, Hongsheng Li†
Arxiv, 2025 [Paper] [Code] [Project Page] [Social Media [机器之心]]

Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark
Kai Zou*, Ziqi Huang*, Yuhao Dong*, Shulin Tian, Dian Zheng, Hongbo Liu, Jingwen He, Bin Liu†, Yu Qiao†, Ziwei Liu†
ACL Main Conference, 2026 🏆️ Oral presentation
[Paper][Code][Project Page]

EchoGen: Cycle-Consistent Learning for Unified Layout-Image Generation and Understanding
Kai Zou, Hongbo Liu, Dian Zheng, Jianxiong Gao, Zhiwei Zhao, Bin Liu†
Association for the Advancement of Artificial Intelligence (AAAI), 2026
[Paper]

VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness
Dian Zheng*, Ziqi Huang*, Hongbo Liu, Kai Zou, Yinan He, Fan Zhang, Yuanhan Zhang, Jingwen He, Wei-Shi Zheng†, Yu Qiao†, Ziwei Liu†
Arxiv, 2025 [Paper] [Code] [Project Page] [Social Media [机器之心]]

HiAR: Efficient Autoregressive Long Video Generation via Hierarchical Denoising
Kai Zou, Dian Zheng, Hongbo Liu, Tiankai Hang, Bin Liu†, Nenghai Yu
European Conference on Computer Vision (ECCV), 2026 [Paper] [Code] [Project Page] [Social Media [量子位]]

SpatialDreamer: Self-supervised Stereo Video Synthesis from Monocular Input
Zhen Lv, Yangqi Long, Congzhentao Huang, Cao Li, Chengfei Lv†, Hao Ren, Dian Zheng
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025 [Paper]

Panorama Generation From NFoV Image Done Right
Dian Zheng, Cheng Zhang, Xiao-Ming Wu, Cao Li†, Chengfei Lv, Jian-Fang Hu, Wei-Shi Zheng†
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025 🏆️ Highlight
[Paper][Code][Project Page]

ProEdit : Inversion-based Editing From Prompts Done Right
Zhi Ouyang*, Dian Zheng*, Xiao-Ming Wu, Jian-Jian Jiang, Kun-Yu Lin, Jingke Meng†, Wei-Shi Zheng†
Neural Information Processing Systems (NeurIPS), 2026
[Paper] [Code] [Project Page] [Social Media [量子位]]

OpenSubject: Leveraging Video-Derived Identity and Diversity Priors for Subject-driven Image Generation and Manipulation
Yexin Liu, Manyuan Zhang, Yueze Wang, Hongyu Li, Dian Zheng, Weiming Zhang, Changsheng Lu, Yan Feng, Peng Pei, Xunliang Cai, Harry Yang†
European Conference on Computer Vision (ECCV), 2026 [Paper] [Code]

Diffusion Model for Volume based Stereo Matching
Dian Zheng, Xiao-Ming Wu, Zuhao Liu, Jingke Meng, Wei-Shi Zheng†
International Journal of Computer Vision (IJCV), 2025 [Paper][Code]

Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model
Dian Zheng, Xiao-Ming Wu, Shuzhou Yang, Jian Zhang, Jian-Fang Hu, Wei-Shi Zheng†
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
[Paper][Code]

Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks
Yu Zhou*, Dian Zheng*, Qijie Mo, Ren-Jie Lu, Kun-Yu Lin†, Wei-Shi Zheng†
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025 🏆️ Highlight
[Paper] [Code]