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Incorporating Pre-training Paradigm for Antibody Sequence-Structure Co-design


Nov 17, 2022
Kaiyuan Gao, Lijun Wu, Jinhua Zhu, Tianbo Peng, Yingce Xia, Liang He, Shufang Xie, Tao Qin, Haiguang Liu, Kun He, Tie-Yan Liu

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Unified 2D and 3D Pre-Training of Molecular Representations


Jul 14, 2022
Jinhua Zhu, Yingce Xia, Lijun Wu, Shufang Xie, Tao Qin, Wengang Zhou, Houqiang Li, Tie-Yan Liu

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* KDD-2022 

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SMT-DTA: Improving Drug-Target Affinity Prediction with Semi-supervised Multi-task Training


Jun 22, 2022
Qizhi Pei, Lijun Wu, Jinhua Zhu, Yingce Xia, Shufang Xie, Tao Qin, Haiguang Liu, Tie-Yan Liu

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Direct Molecular Conformation Generation


Feb 03, 2022
Jinhua Zhu, Yingce Xia, Chang Liu, Lijun Wu, Shufang Xie, Tong Wang, Yusong Wang, Wengang Zhou, Tao Qin, Houqiang Li, Tie-Yan Liu

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Discovering Drug-Target Interaction Knowledge from Biomedical Literature


Sep 27, 2021
Yutai Hou, Yingce Xia, Lijun Wu, Shufang Xie, Yang Fan, Jinhua Zhu, Wanxiang Che, Tao Qin, Tie-Yan Liu

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Dual-view Molecule Pre-training


Jun 17, 2021
Jinhua Zhu, Yingce Xia, Tao Qin, Wengang Zhou, Houqiang Li, Tie-Yan Liu

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* 15 pages 

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IOT: Instance-wise Layer Reordering for Transformer Structures


Mar 05, 2021
Jinhua Zhu, Lijun Wu, Yingce Xia, Shufang Xie, Tao Qin, Wengang Zhou, Houqiang Li, Tie-Yan Liu

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* Accepted at ICLR-2021 

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Return-Based Contrastive Representation Learning for Reinforcement Learning


Feb 22, 2021
Guoqing Liu, Chuheng Zhang, Li Zhao, Tao Qin, Jinhua Zhu, Jian Li, Nenghai Yu, Tie-Yan Liu

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* ICLR 2021 

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Masked Contrastive Representation Learning for Reinforcement Learning


Oct 15, 2020
Jinhua Zhu, Yingce Xia, Lijun Wu, Jiajun Deng, Wengang Zhou, Tao Qin, Houqiang Li

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* Work in progress 

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Incorporating BERT into Neural Machine Translation


Feb 17, 2020
Jinhua Zhu, Yingce Xia, Lijun Wu, Di He, Tao Qin, Wengang Zhou, Houqiang Li, Tie-Yan Liu

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* Accepted to ICLR-2020 

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