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Learning to Transfer Prompts for Text Generation


May 15, 2022
Junyi Li, Tianyi Tang, Jian-Yun Nie, Ji-Rong Wen, Wayne Xin Zhao

* Accepted by NAACL 2022 main conference (Long Paper) 

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Local Stochastic Bilevel Optimization with Momentum-Based Variance Reduction


May 03, 2022
Junyi Li, Feihu Huang, Heng Huang


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ElitePLM: An Empirical Study on General Language Ability Evaluation of Pretrained Language Models


May 03, 2022
Junyi Li, Tianyi Tang, Zheng Gong, Lixin Yang, Zhuohao Yu, Zhipeng Chen, Jingyuan Wang, Wayne Xin Zhao, Ji-Rong Wen

* Accepted by NAACL 2022 main conference (Long Paper) 

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NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of Compressed Video: Dataset, Methods and Results


Apr 25, 2022
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, Vyal Dmitry, Shakarim Soltanayev, Chervontsev Sergey, Zhussip Magauiya, 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, Xin Liu, 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


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Unidirectional Video Denoising by Mimicking Backward Recurrent Modules with Look-ahead Forward Ones


Apr 12, 2022
Junyi Li, Xiaohe Wu, Zhenxin Niu, Wangmeng Zuo


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WuDaoMM: A large-scale Multi-Modal Dataset for Pre-training models


Mar 30, 2022
Sha Yuan, Shuai Zhao, Jiahong Leng, Zhao Xue, Hanyu Zhao, Peiyu Liu, Zheng Gong, Wayne Xin Zhao, Junyi Li, Jie Tang

* 7 pages, 2 tables, 3 figures 

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A Survey of Vision-Language Pre-Trained Models


Feb 18, 2022
Yifan Du, Zikang Liu, Junyi Li, Wayne Xin Zhao

* Under review 

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A Survey of Pretrained Language Models Based Text Generation


Feb 02, 2022
Junyi Li, Tianyi Tang, Wayne Xin Zhao, Jian-Yun Nie, Ji-Rong Wen

* 37 pages, 2 figures, 2 tables 

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Context-Tuning: Learning Contextualized Prompts for Natural Language Generation


Jan 21, 2022
Tianyi Tang, Junyi Li, Wayne Xin Zhao

* 13 pages, 6 figures, 6 tables 

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A Fully Single Loop Algorithm for Bilevel Optimization without Hessian Inverse


Dec 10, 2021
Junyi Li, Bin Gu, Heng Huang

* To appear in AAAI 2022 

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SUPER-ADAM: Faster and Universal Framework of Adaptive Gradients


Jun 30, 2021
Feihu Huang, Junyi Li, Heng Huang

* 18 pages, 5 figures. We add the detailed proofs and correct some typos 

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Compositional Federated Learning: Applications in Distributionally Robust Averaging and Meta Learning


Jun 21, 2021
Feihu Huang, Junyi Li, Heng Huang

* 21 pages, 8 figures 

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Few-shot Knowledge Graph-to-Text Generation with Pretrained Language Models


Jun 03, 2021
Junyi Li, Tianyi Tang, Wayne Xin Zhao, Zhicheng Wei, Nicholas Jing Yuan, Ji-Rong Wen

* Accepted to ACL 2021 Findings 

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Pretrained Language Models for Text Generation: A Survey


May 25, 2021
Junyi Li, Tianyi Tang, Wayne Xin Zhao, Ji-Rong Wen

* Accepted by IJCAI 2021 Survey Track 

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Knowledge-based Review Generation by Coherence Enhanced Text Planning


May 09, 2021
Junyi Li, Wayne Xin Zhao, Zhicheng Wei, Nicholas Jing Yuan, Ji-Rong Wen

* Accepted by SIGIR 2021 (Long Paper) 

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WenLan: Bridging Vision and Language by Large-Scale Multi-Modal Pre-Training


Mar 19, 2021
Yuqi Huo, Manli Zhang, Guangzhen Liu, Haoyu Lu, Yizhao Gao, Guoxing Yang, Jingyuan Wen, Heng Zhang, Baogui Xu, Weihao Zheng, Zongzheng Xi, Yueqian Yang, Anwen Hu, Jinming Zhao, Ruichen Li, Yida Zhao, Liang Zhang, Yuqing Song, Xin Hong, Wanqing Cui, Danyang Hou, Yingyan Li, Junyi Li, Peiyu Liu, Zheng Gong, Chuhao Jin, Yuchong Sun, Shizhe Chen, Zhiwu Lu, Zhicheng Dou, Qin Jin, Yanyan Lan, Wayne Xin Zhao, Ruihua Song, Ji-Rong Wen

* This paper is the outcome of the Chinese multi-modal pre-training project called 'WenLan' 

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TextBox: A Unified, Modularized, and Extensible Framework for Text Generation


Jan 07, 2021
Junyi Li, Tianyi Tang, Gaole He, Jinhao Jiang, Xiaoxuan Hu, Puzhao Xie, Wayne Xin Zhao, Ji-Rong Wen

* 9 pages, 2 figures, 4 tables. For our GitHub page, see https://github.com/RUCAIBox/TextBox 

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Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural Network


Oct 04, 2020
Junyi Li, Siqing Li, Wayne Xin Zhao, Gaole He, Zhicheng Wei, Nicholas Jing Yuan, Ji-Rong Wen

* Accepted by CIKM 2020 (Long Paper) 

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Improved Bilevel Model: Fast and Optimal Algorithm with Theoretical Guarantee


Sep 01, 2020
Junyi Li, Bin Gu, Heng Huang

* submitted to ICML2020 

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Faster Secure Data Mining via Distributed Homomorphic Encryption


Jun 17, 2020
Junyi Li, Heng Huang


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Generating Realistic Stock Market Order Streams


Jun 07, 2020
Junyi Li, Xitong Wang, Yaoyang Lin, Arunesh Sinha, Micheal P. Wellman


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