Get our free extension to see links to code for papers anywhere online!

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
Learning Continuous System Dynamics from Irregularly-Sampled Partial Observations

Nov 08, 2020
Zijie Huang, Yizhou Sun, Wei Wang

* Neurips 2020 

  Access Paper or Ask Questions

Multivariate Time Series Classification with Hierarchical Variational Graph Pooling

Oct 12, 2020
Haoyan Xu, Ziheng Duan, Yunsheng Bai, Yida Huang, Anni Ren, Qianru Yu, Qianru Zhang, Yueyang Wang, Xiaoqian Wang, Yizhou Sun, Wei Wang


  Access Paper or Ask Questions

Multilingual Knowledge Graph Completion via Ensemble Knowledge Transfer

Oct 08, 2020
Xuelu Chen, Muhao Chen, Changjun Fan, Ankith Uppunda, Yizhou Sun, Carlo Zaniolo

* Findings of EMNLP 2020 

  Access Paper or Ask Questions

GPT-GNN: Generative Pre-Training of Graph Neural Networks

Jun 27, 2020
Ziniu Hu, Yuxiao Dong, Kuansan Wang, Kai-Wei Chang, Yizhou Sun

* Published on KDD 2020 

  Access Paper or Ask Questions

TIMME: Twitter Ideology-detection via Multi-task Multi-relational Embedding

Jun 18, 2020
Zhiping Xiao, Weiping Song, Haoyan Xu, Zhicheng Ren, Yizhou Sun

* In proceedings of KDD'20, Applied Data Science Track; 9 pages, 2 supplementary pages 

  Access Paper or Ask Questions

Bi-Level Graph Neural Networks for Drug-Drug Interaction Prediction

Jun 11, 2020
Yunsheng Bai, Ken Gu, Yizhou Sun, Wei Wang


  Access Paper or Ask Questions

Hierarchical Large-scale Graph Similarity Computation via Graph Coarsening and Matching

Jun 09, 2020
Haoyan Xu, Runjian Chen, Yunsheng Bai, Jie Feng, Ziheng Duan, Ke Luo, Yizhou Sun, Wei Wang


  Access Paper or Ask Questions

Hierarchical and Fast Graph Similarity Computation via Graph Coarsening and Deep Graph Learning

May 14, 2020
Haoyan Xu, Runjian Chen, Yunsheng Bai, Jie Feng, Ziheng Duan, Ke Luo, Yizhou Sun, Wei Wang


  Access Paper or Ask Questions

Software Language Comprehension using a Program-Derived Semantic Graph

Apr 03, 2020
Roshni G. Iyer, Yizhou Sun, Wei Wang, Justin Gottschlich


  Access Paper or Ask Questions

Heterogeneous Network Representation Learning: Survey, Benchmark, Evaluation, and Beyond

Apr 01, 2020
Carl Yang, Yuxin Xiao, Yu Zhang, Yizhou Sun, Jiawei Han

* 15 pages (12-page content + 3-page reference), under review VLDB 2021 

  Access Paper or Ask Questions

Heterogeneous Graph Transformer

Mar 03, 2020
Ziniu Hu, Yuxiao Dong, Kuansan Wang, Yizhou Sun

* Published on WWW 2020 

  Access Paper or Ask Questions

Fast Detection of Maximum Common Subgraph via Deep Q-Learning

Feb 20, 2020
Yunsheng Bai, Derek Xu, Alex Wang, Ken Gu, Xueqing Wu, Agustin Marinovic, Christopher Ro, Yizhou Sun, Wei Wang


  Access Paper or Ask Questions

Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks

Nov 17, 2019
Difan Zou, Ziniu Hu, Yewen Wang, Song Jiang, Yizhou Sun, Quanquan Gu

* Published in NeurIPS 2019 

  Access Paper or Ask Questions

Differentiable Product Quantization for End-to-End Embedding Compression

Aug 26, 2019
Ting Chen, Yizhou Sun


  Access Paper or Ask Questions

Few-Shot Representation Learning for Out-Of-Vocabulary Words

Jul 01, 2019
Ziniu Hu, Ting Chen, Kai-Wei Chang, Yizhou Sun


  Access Paper or Ask Questions

Pre-Training Graph Neural Networks for Generic Structural Feature Extraction

May 31, 2019
Ziniu Hu, Changjun Fan, Ting Chen, Kai-Wei Chang, Yizhou Sun


  Access Paper or Ask Questions

Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network Approach

May 24, 2019
Changjun Fan, Li Zeng, Yuhui Ding, Muhao Chen, Yizhou Sun, Zhong Liu

* 10 pages, 4 figures, 8 tables, 

  Access Paper or Ask Questions

Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification

May 24, 2019
Ting Chen, Song Bian, Yizhou Sun

* A shorter version titled "Graph Feature Networks" was accepted to ICLR'19 RLGM workshop 

  Access Paper or Ask Questions

Dissecting Graph Neural Networks on Graph Classification

May 11, 2019
Ting Chen, Song Bian, Yizhou Sun

* A shorter version titled "Graph Feature Networks" was accepted to ICLR'19 RLGM workshop 

  Access Paper or Ask Questions

Learning Fair Representations via an Adversarial Framework

Apr 30, 2019
Rui Feng, Yang Yang, Yuehan Lyu, Chenhao Tan, Yizhou Sun, Chunping Wang


  Access Paper or Ask Questions

Unsupervised Inductive Whole-Graph Embedding by Preserving Graph Proximity

Apr 01, 2019
Yunsheng Bai, Hao Ding, Yang Qiao, Agustin Marinovic, Ken Gu, Ting Chen, Yizhou Sun, Wei Wang

* Submitted to ICLR 2019 Workshop: Representation Learning on Graphs and Manifolds 

  Access Paper or Ask Questions

Embedding Uncertain Knowledge Graphs

Nov 26, 2018
Xuelu Chen, Muhao Chen, Weijia Shi, Yizhou Sun, Carlo Zaniolo


  Access Paper or Ask Questions

Convolutional Set Matching for Graph Similarity

Oct 23, 2018
Yunsheng Bai, Hao Ding, Yizhou Sun, Wei Wang

* Submitted to NIPS 2018 Workshop: Relational Representation Learning. arXiv admin note: substantial text overlap with arXiv:1809.04440 

  Access Paper or Ask Questions

Graph Edit Distance Computation via Graph Neural Networks

Oct 03, 2018
Yunsheng Bai, Hao Ding, Song Bian, Ting Chen, Yizhou Sun, Wei Wang


  Access Paper or Ask Questions

Convolutional Neural Networks for Fast Approximation of Graph Edit Distance

Sep 10, 2018
Yunsheng Bai, Hao Ding, Yizhou Sun, Wei Wang

* arXiv admin note: text overlap with arXiv:1808.05689 

  Access Paper or Ask Questions

The Art of Drafting: A Team-Oriented Hero Recommendation System for Multiplayer Online Battle Arena Games

Jun 26, 2018
Zhengxing Chen, Truong-Huy D Nguyen, Yuyu Xu, Chris Amato, Seth Cooper, Yizhou Sun, Magy Seif El-Nasr


  Access Paper or Ask Questions