Li, Junyi

33 publications

NeurIPS 2025 Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning Xiaoxue Cheng, Junyi Li, Zhenduo Zhang, Xinyu Tang, Xin Zhao, XinYu Kong, Zhiqiang Zhang

ICLR 2025 Investigating the Pre-Training Dynamics of In-Context Learning: Task Recognition vs. Task Learning Xiaolei Wang, Xinyu Tang, Junyi Li, Xin Zhao, Ji-Rong Wen

ICLR 2025 Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment Jinhao Jiang, Junyi Li, Xin Zhao, Yang Song, Tao Zhang, Ji-Rong Wen

NeurIPS 2025 Reasoning Models Hallucinate More: Factuality-Aware Reinforcement Learning for Large Reasoning Models Junyi Li, Hwee Tou Ng

AAAI 2025 Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image Denoising Junyi Li, Zhilu Zhang, Wangmeng Zuo

NeurIPS 2025 VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning Senqiao Yang, Junyi Li, Xin Lai, Jinming Wu, Wei Li, Zejun Ma, Bei Yu, Hengshuang Zhao, Jiaya Jia

AISTATS 2024 Adaptive Federated Minimax Optimization with Lower Complexities Feihu Huang, Xinrui Wang, Junyi Li, Songcan Chen

CVPR 2024 Device-Wise Federated Network Pruning Shangqian Gao, Junyi Li, Zeyu Zhang, Yanfu Zhang, Weidong Cai, Heng Huang

ICLR 2024 Dropout Enhanced Bilevel Training Peiran Yu, Junyi Li, Heng Huang

NeurIPS 2024 Exploring Context Window of Large Language Models via Decomposed Positional Vectors Zican Dong, Junyi Li, Xin Men, Wayne Xin Zhao, Bingning Wang, Zhen Tian, Weipeng Chen, Ji-Rong Wen

ICLR 2024 FedDA: Faster Adaptive Gradient Methods for Federated Constrained Optimization Junyi Li, Feihu Huang, Heng Huang

TMLR 2024 Hessian Free Efficient Single Loop Iterative Differentiation Methods for Bi-Level Optimization Problems Peiran Yu, Junyi Li, Heng Huang

ECCV 2024 PartGLEE: A Foundation Model for Recognizing and Parsing Any Objects Junyi Li, Junfeng Wu, Weizhi Zhao, Song Bai, Xiang Bai

NeurIPS 2024 Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling Junyi Li, Heng Huang

ICCV 2023 Beyond Image Borders: Learning Feature Extrapolation for Unbounded Image Composition Xiaoyu Liu, Ming Liu, Junyi Li, Shuai Liu, Xiaotao Wang, Lei Lei, Wangmeng Zuo

NeurIPS 2023 Communication-Efficient Federated Bilevel Optimization with Global and Local Lower Level Problems Junyi Li, Feihu Huang, Heng Huang

NeurIPS 2023 Federated Conditional Stochastic Optimization Xidong Wu, Jianhui Sun, Zhengmian Hu, Junyi Li, Aidong Zhang, Heng Huang

CVPRW 2023 NTIRE 2023 Challenge on 360° Omnidirectional Image and Video Super-Resolution: Datasets, Methods and Results Mingdeng Cao, Chong Mou, Fanghua Yu, Xintao Wang, Yinqiang Zheng, Jian Zhang, Chao Dong, Gen Li, Ying Shan, Radu Timofte, Xiaopeng Sun, Weiqi Li, Zhenyu Zhang, Xuhan Sheng, Bin Chen, Haoyu Ma, Ming Cheng, Shijie Zhao, Wanwan Cui, Tianyu Xu, Chunyang Li, Long Bao, Heng Sun, Huaibo Huang, Xiaoqiang Zhou, Yuang Ai, Ran He, Renlong Wu, Yi Yang, Zhilu Zhang, Shuohao Zhang, Junyi Li, Yunjin Chen, Dongwei Ren, Wangmeng Zuo, Qian Wang, Hao-Hsiang Yang, Yi-Chung Chen, Zhi-Kai Huang, Wei-Ting Chen, Yuan-Chun Chiang, Hua-En Chang, I-Hsiang Chen, Chia-Hsuan Hsieh, Sy-Yen Kuo, Zebin Zhang, Jiaqi Zhang, Yuhui Wang, Shuhao Cui, Junshi Huang, Li Zhu, Shuman Tian, Wei Yu, Bingchun Luo

NeurIPS 2023 Resolving the Tug-of-War: A Separation of Communication and Learning in Federated Learning Junyi Li, Heng Huang

CVPR 2023 Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising Junyi Li, Zhilu Zhang, Xiaoyu Liu, Chaoyu Feng, Xiaotao Wang, Lei Lei, Wangmeng Zuo

AAAI 2022 A Fully Single Loop Algorithm for Bilevel Optimization Without Hessian Inverse Junyi Li, Bin Gu, Heng Huang

IJCAI 2022 A Survey of Vision-Language Pre-Trained Models Yifan Du, Zikang Liu, Junyi Li, Wayne Xin Zhao

NeurIPS 2022 Enhanced Bilevel Optimization via Bregman Distance Feihu Huang, Junyi Li, Shangqian Gao, Heng Huang

NeurIPSW 2022 FedGRec: Federated Graph Recommender System with Lazy Update of Latent Embeddings Junyi Li, Heng Huang

ECCVW 2022 MIPI 2022 Challenge on RGBW Sensor Fusion: Dataset and Report Qingyu Yang, Guang Yang, Jun Jiang, Chongyi Li, Ruicheng Feng, Shangchen Zhou, Wenxiu Sun, Qingpeng Zhu, Chen Change Loy, Jinwei Gu, Zhen Wang, Daoyu Li, Yuzhe Zhang, Lintao Peng, Xuyang Chang, Yinuo Zhang, Liheng Bian, Bing Li, Jie Huang, Mingde Yao, Ruikang Xu, Feng Zhao, Xiaohui Liu, Rongjian Xu, Zhilu Zhang, Xiaohe Wu, Ruohao Wang, Junyi Li, Wangmeng Zuo, Zhuang Jia, DongJae Lee, Ting Jiang, Qi Wu, Chengzhi Jiang, Mingyan Han, Xinpeng Li, Wenjie Lin, Youwei Li, Haoqiang Fan, Shuaicheng Liu

ECCVW 2022 MIPI 2022 Challenge on RGBW Sensor Re-Mosaic: Dataset and Report Qingyu Yang, Guang Yang, Jun Jiang, Chongyi Li, Ruicheng Feng, Shangchen Zhou, Wenxiu Sun, Qingpeng Zhu, Chen Change Loy, Jinwei Gu, Lingchen Sun, Rongyuan Wu, Qiaosi Yi, Rongjian Xu, Xiaohui Liu, Zhilu Zhang, Xiaohe Wu, Ruohao Wang, Junyi Li, Wangmeng Zuo, Faming Fang

CVPRW 2022 NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of Compressed Video: Dataset, Methods and Results Ren Yang, Radu Timofte, Meisong Zheng, Qunliang Xing, Minglang Qiao, Mai Xu, Lai Jiang, Huaida Liu, Ying Chen, Youcheng Ben, Xiao Zhou, Chen Fu, Pei Cheng, Gang Yu, Junyi Li, Renlong Wu, Zhilu Zhang, Wei Shang, Zhengyao Lv, Yunjin Chen, Mingcai Zhou, Dongwei Ren, Kai Zhang, Wangmeng Zuo, Pavel Ostyakov, Dmitry Vyal, Shakarim Soltanayev, Chervontsev Sergey, Magauiya Zhussip, Xueyi Zou, Youliang Yan, Pablo Navarrete Michelini, Yunhua Lu, Diankai Zhang, Shaoli Liu, Si Gao, Biao Wu, Chengjian Zheng, Xiaofeng Zhang, Kaidi Lu, Ning Wang, Thuong Nguyen Canh, Thong Bach, Qing Wang, Xiaopeng Sun, Haoyu Ma, Shijie Zhao, Junlin Li, Liangbin Xie, Shuwei Shi, Yujiu Yang, Xintao Wang, Jinjin Gu, Chao Dong, Xiaodi Shi, Chunmei Nian, Dong Jiang, Jucai Lin, Zhihuai Xie, Mao Ye, Dengyan Luo, Liuhan Peng, Shengjie Chen, Xin Liu, Qian Wang, Boyang Liang, Hang Dong, Yuhao Huang, Kai Chen, Xingbei Guo, Yujing Sun, Huilei Wu, Pengxu Wei, Yulin Huang, Junying Chen, Ik Hyun Lee, Sunder Ali Khowaja, Jiseok Yoon

ICML 2022 On the Convergence of Local Stochastic Compositional Gradient Descent with Momentum Hongchang Gao, Junyi Li, Heng Huang

ECCVW 2022 Reversed Image Signal Processing and RAW Reconstruction. AIM 2022 Challenge Report Marcos V. Conde, Radu Timofte, Yibin Huang, Jingyang Peng, Chang Chen, Cheng Li, Eduardo Pérez-Pellitero, Fenglong Song, Furui Bai, Shuai Liu, Chaoyu Feng, Xiaotao Wang, Lei Lei, Yu Zhu, Chenghua Li, Yingying Jiang, Yong A, Peisong Wang, Cong Leng, Jian Cheng, Xiaoyu Liu, Zhicun Yin, Zhilu Zhang, Junyi Li, Ming Liu, Wangmeng Zuo, Jun Jiang, Jinha Kim, Yue Zhang, Beiji Zou, Zhikai Zong, Xiaoxiao Liu, Juan Marín-Vega, Michael Sloth, Peter Schneider-Kamp, Richard Röttger, Furkan Kinli, Baris Özcan, Furkan Kiraç, Li Leyi, S. M. Nadim Uddin, Dipon Kumar Ghosh, Yong Ju Jung

ECCV 2022 Unidirectional Video Denoising by Mimicking Backward Recurrent Modules with Look-Ahead Forward Ones Junyi Li, Xiaohe Wu, Zhenxing Niu, Wangmeng Zuo

IJCAI 2021 Pretrained Language Model for Text Generation: A Survey Junyi Li, Tianyi Tang, Wayne Xin Zhao, Ji-Rong Wen

NeurIPS 2021 SUPER-ADAM: Faster and Universal Framework of Adaptive Gradients Feihu Huang, Junyi Li, Heng Huang

AAAI 2020 Generating Realistic Stock Market Order Streams Junyi Li, Xintong Wang, Yaoyang Lin, Arunesh Sinha, Michael P. Wellman