Search Results for author: Linyuan Gong

Found 7 papers, 4 papers with code

ADELT: Transpilation Between Deep Learning Frameworks

no code implementations7 Mar 2023 Linyuan Gong, Jiayi Wang, Alvin Cheung

We propose Adversarial DEep Learning Transpiler (ADELT) for source-to-source transpilation between deep learning frameworks.

Joint Language Semantic and Structure Embedding for Knowledge Graph Completion

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.

Link Prediction

Anytime Sampling for Autoregressive Models via Ordered Autoencoding

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.

Audio Generation

MC-BERT: Efficient Language Pre-Training via a Meta Controller

1 code implementation10 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.

Cloze Test Language Modelling +3

What Does a TextCNN Learn?

no code implementations19 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.

Classification General Classification +3

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