Research Output

Publications

Complete publication list. Citation counts are synchronized daily from Google Scholar.

2026

  1. ICLR
    zhao2026geometric.png
    Geometric-Mean Policy Optimization
    Yuzhong Zhao, Yue Liu, Junpeng Liu, Jingye Chen, Xun Wu, Yaru Hao, and 6 more authors
    In International Conference on Learning Representations, 2026
  2. arXiv
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    On-Policy Context Distillation for Language Models
    Tianzhu Ye, Li Dong, Xun Wu, Shaohan Huang, and Furu Wei
    arXiv preprint arXiv:2602.12275, 2026
  3. arXiv
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    Online Experiential Learning for Language Models
    Tianzhu Ye, Li Dong, Qingxiu Dong, Xun Wu, Shaohan Huang, and Furu Wei
    arXiv preprint arXiv:2603.16856, 2026
  4. arXiv
    shao2026slidesparse.png
    SlideSparse: Fast and Flexible (2N-2): 2N Structured Sparsity
    Hanyong Shao, Yingbo Hao, Ting Song, Yan Xia, Di Zhang, Shaohan Huang, and 7 more authors
    arXiv preprint arXiv:2603.05232, 2026
  5. ACL
    zhang2026stable.png
    Towards Stable and Effective Reinforcement Learning for Mixture-of-Experts
    Di Zhang, Xun Wu, Shaohan Huang, Lingjie Jiang, Yaru Hao, Li Dong, and 3 more authors
    In Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics, 2026
  6. arXiv
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    Sparse-BitNet: 1.58-Bit LLMs Are Naturally Friendly to Semi-Structured Sparsity
    Di Zhang, Xun Wu, Shaohan Huang, Yudong Wang, Hanyong Shao, Yingbo Hao, and 6 more authors
    arXiv preprint arXiv:2603.05168, 2026

2025

  1. NeurIPS
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    Reward Reasoning Models
    Jiaxin Guo, Zewen Chi, Li Dong, Qingxiu Dong, Xun Wu, Shaohan Huang, and 1 more author
    In Advances in Neural Information Processing Systems, 2025
  2. NeurIPS
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    Think Only When You Need with Large Hybrid-Reasoning Models
    Lingjie Jiang*, Xun Wu*, Shaohan Huang, Qingxiu Dong, Zewen Chi, Li Dong, and 4 more authors
    In Advances in Neural Information Processing Systems, 2025
  3. arXiv
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    Black-Box On-Policy Distillation of Large Language Models
    Tianzhu Ye, Li Dong, Zewen Chi, Xun Wu, Shaohan Huang, and Furu Wei
    arXiv preprint arXiv:2511.10643, 2025
  4. arXiv
    hao2025onpolicy.png
    On-Policy RL with Optimal Reward Baseline
    Yaru Hao, Li Dong, Xun Wu, Shaohan Huang, Zewen Chi, and Furu Wei
    arXiv preprint arXiv:2505.23585, 2025
  5. EMNLP
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    Textual Aesthetics in Large Language Models
    Lingjie Jiang, Shaohan Huang, Xun Wu, and Furu Wei
    In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025
  6. TOIS
    Unsupervised Video Moment Retrieval with Knowledge-Based Pseudo-Supervision Construction
    Guolong Wang, Xun Wu, Xun Tu, Zhaoyuan Liu, and Junchi Yan
    ACM Transactions on Information Systems, 2025
  7. arXiv
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    BitNet Distillation
    Xun Wu, Shaohan Huang, Wenhui Wang, Ting Song, Li Dong, Yan Xia, and 1 more author
    arXiv preprint arXiv:2510.13998, 2025
  8. ICCV
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    Rethinking DPO-Style Diffusion Aligning Frameworks
    Xun Wu, Shaohan Huang, Lingjie Jiang, and Furu Wei
    In IEEE/CVF International Conference on Computer Vision, 2025
  9. arXiv
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    The Era of Agentic Organization: Learning to Organize with Language Models
    Zewen Chi, Li Dong, Qingxiu Dong, Yaru Hao, Xun Wu, Shaohan Huang, and 1 more author
    arXiv preprint arXiv:2510.26658, 2025

2024

  1. ICLR
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    Mixture of LoRA Experts
    Xun Wu, Shaohan Huang, and Furu Wei
    In International Conference on Learning Representations, 2024
  2. NeurIPS
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    Multimodal Large Language Models Make Text-to-Image Generative Models Align Better
    Xun Wu, Shaohan Huang, Guolong Wang, Jing Xiong, and Furu Wei
    In Advances in Neural Information Processing Systems, 2024
  3. NeurIPS
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    Multi-Head Mixture-of-Experts
    Xun Wu, Shaohan Huang, Wenhui Wang, Shuming Ma, Li Dong, and Furu Wei
    In Advances in Neural Information Processing Systems, 2024
  4. Inf. Sci.
    Progressive Reinforcement Learning for Video Summarization
    Guolong Wang, Xun Wu, and Junchi Yan
    Information Sciences, 2024
  5. arXiv
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    UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation
    Zixuan Li, Jing Xiong, Fanghua Ye, Chuanyang Zheng, Xun Wu, Jianqiao Lu, and 6 more authors
    arXiv preprint arXiv:2410.02719, 2024
  6. KDD
    The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs
    Kun Wang, Guibin Zhang, Xinnan Zhang, Junfeng Fang, Xun Wu, Guohao Li, and 3 more authors
    In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024
  7. NeurIPS
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    Boosting Text-to-Video Generative Model with MLLMs Feedback
    Xun Wu, Shaohan Huang, Guolong Wang, Jing Xiong, and Furu Wei
    In Advances in Neural Information Processing Systems, 2024
  8. arXiv
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    MH-MoE: Multi-Head Mixture-of-Experts
    Shaohan Huang, Xun Wu, Shuming Ma, and Furu Wei
    arXiv preprint arXiv:2411.16205, 2024
  9. OpenReview
    UnComp: Uncertainty-Aware Long-Context Compressor for Efficient Large Language Model Inference
    Jing Xiong, Jianghan Shen, Fanghua Ye, Chaofan Tao, Zhongwei Wan, Jianqiao Lu, and 5 more authors
    OpenReview, 2024
  10. KDD
    Routing Evidence for Unseen Actions in Video Moment Retrieval
    Guolong Wang, Xun Wu, Zheng Qin, and Liangliang Shi
    In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024
  11. IROS
    Kosmos-E: Learning to Follow Instruction for Robotic Grasping
    Zhi Wang, Xun Wu, Shaohan Huang, Li Dong, Wenhui Wang, Shuming Ma, and 1 more author
    In IEEE/RSJ International Conference on Intelligent Robots and Systems, 2024
  12. ICASSP
    An Efficient Transformer for Demosaicing via Compressed Multi-Branch Attention Mechanism
    Xun Wu, Fanqing Meng, Yaqi Wu, Jiawei Zhang, and Feng Zhang
    In IEEE International Conference on Acoustics, Speech and Signal Processing, 2024

2023

  1. CVPRW
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    MIPI 2023 Challenge on RGBW Remosaic: Methods and Results
    Qianhui Sun, Qingyu Yang, Chongyi Li, Shangchen Zhou, Ruicheng Feng, Yuekun Dai, and 28 more authors
    In IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2023
  2. CVPRW
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    OTST: A Two-Phase Framework for Joint Denoising and Remosaicing in RGBW CFA
    Zhihao Fan, Xun Wu, Fanqing Meng, Yaqi Wu, and Feng Zhang
    In IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2023
  3. IPM
    Reducing 0S Bias in Video Moment Retrieval with a Circular Competence-Based Captioner
    Guolong Wang, Xun Wu, Zhaoyuan Liu, and Zheng Qin
    Information Processing & Management, 2023
  4. ICIP
    Joint Demosaicing and Denoising with Gradient Guidance in Quad Bayer CFA
    Xun Wu, Yaqi Wu, Jiawei Zhang, Feng Zhang, and Jimmy Ren
    In IEEE International Conference on Image Processing, 2023

2022

  1. CVPRW
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    NTIRE 2022 Spectral Demosaicing Challenge and Data Set
    Boaz Arad, Radu Timofte, Rony Yahel, Nimrod Morag, Amir Bernat, Yaqi Wu, and 31 more authors
    In IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022
  2. ACM MM
    Prompt-Based Zero-Shot Video Moment Retrieval
    Guolong Wang, Xun Wu, Zhaoyuan Liu, and Junchi Yan
    In Proceedings of the 30th ACM International Conference on Multimedia, 2022
  3. ECCVW
    Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: Report
    Andrey Ignatov, Radu Timofte, Shuai Liu, Chaoyu Feng, Furui Bai, Xiaotao Wang, and 32 more authors
    In Computer Vision – ECCV 2022 Workshops, 2022
  4. ECCVW
    MIPI 2022 Challenge on Quad-Bayer Re-Mosaic: Dataset and Report
    Qingyu Yang, Guang Yang, Jun Jiang, Chongyi Li, Ruicheng Feng, Shangchen Zhou, and 40 more authors
    In Computer Vision – ECCV 2022 Workshops, 2022
  5. ECCVW
    Learning to Joint Remosaic and Denoise in Quad Bayer CFA via Universal Multi-Scale Channel Attention Network
    Xun Wu, Zhihao Fan, Jiesi Zheng, Yaqi Wu, and Feng Zhang
    In Computer Vision – ECCV 2022 Workshops, 2022