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UniDrop: A Simple yet Effective Technique to Improve Transformer without Extra Cost


Apr 11, 2021
Zhen Wu, Lijun Wu, Qi Meng, Yingce Xia, Shufang Xie, Tao Qin, Xinyu Dai, Tie-Yan Liu

* Accepted by NAACL 2021 

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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

* Accepted at ICLR-2021 

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Learning Invariant Representations across Domains and Tasks


Mar 03, 2021
Jindong Wang, Wenjie Feng, Chang Liu, Chaohui Yu, Mingxuan Du, Renjun Xu, Tao Qin, Tie-Yan Liu

* Technical report, 12 pages 

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AdaSpeech: Adaptive Text to Speech for Custom Voice


Mar 01, 2021
Mingjian Chen, Xu Tan, Bohan Li, Yanqing Liu, Tao Qin, Sheng Zhao, Tie-Yan Liu

* Accepted by ICLR 2021 

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Do Not Let Privacy Overbill Utility: Gradient Embedding Perturbation for Private Learning


Feb 26, 2021
Da Yu, Huishuai Zhang, Wei Chen, Tie-Yan Liu

* Published as a conference paper at ICLR 2021. Source code available at https://github.com/dayu11/Gradient-Embedding-Perturbation 

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LazyFormer: Self Attention with Lazy Update


Feb 25, 2021
Chengxuan Ying, Guolin Ke, Di He, Tie-Yan Liu


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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

* ICLR 2021 

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REST: Relational Event-driven Stock Trend Forecasting


Feb 19, 2021
Wentao Xu, Weiqing Liu, Chang Xu, Jiang Bian, Jian Yin, Tie-Yan Liu


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Revisiting Language Encoding in Learning Multilingual Representations


Feb 16, 2021
Shengjie Luo, Kaiyuan Gao, Shuxin Zheng, Guolin Ke, Di He, Liwei Wang, Tie-Yan Liu


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LightSpeech: Lightweight and Fast Text to Speech with Neural Architecture Search


Feb 08, 2021
Renqian Luo, Xu Tan, Rui Wang, Tao Qin, Jinzhu Li, Sheng Zhao, Enhong Chen, Tie-Yan Liu

* Accepted to ICASSP 21 

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BN-invariant sharpness regularizes the training model to better generalization


Jan 08, 2021
Mingyang Yi, Huishuai Zhang, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu

* Published in IJCAI2019 

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Cooperative Policy Learning with Pre-trained Heterogeneous Observation Representations


Dec 24, 2020
Wenlei Shi, Xinran Wei, Jia Zhang, Xiaoyuan Ni, Arthur Jiang, Jiang Bian, Tie-Yan Liu

* accepted as an oral paper in AAMAS 2021 

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Learning Causal Semantic Representation for Out-of-Distribution Prediction


Nov 03, 2020
Chang Liu, Xinwei Sun, Jindong Wang, Tao Li, Tao Qin, Wei Chen, Tie-Yan Liu


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COSEA: Convolutional Code Search with Layer-wise Attention


Oct 19, 2020
Hao Wang, Jia Zhang, Yingce Xia, Jiang Bian, Chao Zhang, Tie-Yan Liu


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Qlib: An AI-oriented Quantitative Investment Platform


Sep 22, 2020
Xiao Yang, Weiqing Liu, Dong Zhou, Jiang Bian, Tie-Yan Liu


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HiFiSinger: Towards High-Fidelity Neural Singing Voice Synthesis


Sep 03, 2020
Jiawei Chen, Xu Tan, Jian Luan, Tao Qin, Tie-Yan Liu


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PopMAG: Pop Music Accompaniment Generation


Aug 18, 2020
Yi Ren, Jinzheng He, Xu Tan, Tao Qin, Zhou Zhao, Tie-Yan Liu

* Accepted by ACM-MM 2020 

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Variance-reduced Language Pretraining via a Mask Proposal Network


Aug 12, 2020
Liang Chen, Tianyuan Zhang, Di He, Guolin Ke, Liwei Wang, Tie-Yan Liu


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LRSpeech: Extremely Low-Resource Speech Synthesis and Recognition


Aug 09, 2020
Jin Xu, Xu Tan, Yi Ren, Tao Qin, Jian Li, Sheng Zhao, Tie-Yan Liu

* KDD 2020 

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Taking Notes on the Fly Helps BERT Pre-training


Aug 04, 2020
Qiyu Wu, Chen Xing, Yatao Li, Guolin Ke, Di He, Tie-Yan Liu

* Qiyu Wu and Chen Xing contribute equally 

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Learning to Match Distributions for Domain Adaptation


Jul 27, 2020
Chaohui Yu, Jindong Wang, Chang Liu, Tao Qin, Renjun Xu, Wenjie Feng, Yiqiang Chen, Tie-Yan Liu

* Preprint. 20 Pages. Code available at https://github.com/jindongwang/transferlearning/tree/master/code/deep/Learning-to-Match 

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Membership Inference with Privately Augmented Data Endorses the Benign while Suppresses the Adversary


Jul 21, 2020
Da Yu, Huishuai Zhang, Wei Chen, Jian Yin, Tie-Yan Liu


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Task-Level Curriculum Learning for Non-Autoregressive Neural Machine Translation


Jul 17, 2020
Jinglin Liu, Yi Ren, Xu Tan, Chen Zhang, Tao Qin, Zhou Zhao, Tie-Yan Liu

* Accepted at IJCAI 2020 Main Track. Sole copyright holder is IJCAI 

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DeepSinger: Singing Voice Synthesis with Data Mined From the Web


Jul 15, 2020
Yi Ren, Xu Tan, Tao Qin, Jian Luan, Zhou Zhao, Tie-Yan Liu

* Accepted by KDD2020 research track 

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Learn to Use Future Information in Simultaneous Translation


Jul 10, 2020
Xueqing Wu, Yingce Xia, Lijun Wu, Shufang Xie, Weiqing Liu, Jiang Bian, Tao Qin, Tie-Yan Liu


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Neural Architecture Search with GBDT


Jul 09, 2020
Renqian Luo, Xu Tan, Rui Wang, Tao Qin, Enhong Chen, Tie-Yan Liu

* Code is available at https://github.com/renqianluo/GBDT-NAS 

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Learning to Teach with Deep Interactions


Jul 09, 2020
Yang Fan, Yingce Xia, Lijun Wu, Shufang Xie, Weiqing Liu, Jiang Bian, Tao Qin, Xiang-Yang Li, Tie-Yan Liu


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