no code implementations • 7 Mar 2023 • Linyuan Gong, Jiayi Wang, Alvin Cheung
We propose Adversarial DEep Learning Transpiler (ADELT) for source-to-source transpilation between deep learning frameworks.
1 code implementation • COLING 2022 • Jianhao Shen, Chenguang Wang, Linyuan Gong, Dawn Song
Unlike previous approaches that rely on either the structures or semantics of the knowledge graphs, we propose to jointly embed the semantics in the natural language description of the knowledge triplets with their structure information.
Ranked #2 on Link Prediction on WN18RR
1 code implementation • ACL 2021 • Xinyun Chen, Linyuan Gong, Alvin Cheung, Dawn Song
Creating effective visualization is an important part of data analytics.
1 code implementation • ICLR 2021 • Yilun Xu, Yang song, Sahaj Garg, Linyuan Gong, Rui Shu, Aditya Grover, Stefano Ermon
Experimentally, we demonstrate in several image and audio generation tasks that sample quality degrades gracefully as we reduce the computational budget for sampling.
1 code implementation • 10 Jun 2020 • Zhenhui Xu, Linyuan Gong, Guolin Ke, Di He, Shuxin Zheng, Li-Wei Wang, Jiang Bian, Tie-Yan Liu
Pre-trained contextual representations (e. g., BERT) have become the foundation to achieve state-of-the-art results on many NLP tasks.
no code implementations • WS 2019 • Yingce Xia, Xu Tan, Fei Tian, Fei Gao, Weicong Chen, Yang Fan, Linyuan Gong, Yichong Leng, Renqian Luo, Yiren Wang, Lijun Wu, Jinhua Zhu, Tao Qin, Tie-Yan Liu
We Microsoft Research Asia made submissions to 11 language directions in the WMT19 news translation tasks.
no code implementations • 19 Jan 2018 • Linyuan Gong, Ruyi Ji
TextCNN, the convolutional neural network for text, is a useful deep learning algorithm for sentence classification tasks such as sentiment analysis and question classification.