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

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Yizhou Sun

Enabling Automated FPGA Accelerator Optimization Using Graph Neural Networks


Nov 22, 2021
Atefeh Sohrabizadeh, Yunsheng Bai, Yizhou Sun, Jason Cong

* 12 pages 

  Access Paper or Ask Questions

GNN-DSE: Automated Accelerator Optimization Aided by Graph Neural Networks


Nov 17, 2021
Atefeh Sohrabizadeh, Yunsheng Bai, Yizhou Sun, Jason Cong

* 12 pages 

  Access Paper or Ask Questions

Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation


Oct 17, 2021
Shichang Zhang, Yozen Liu, Yizhou Sun, Neil Shah


  Access Paper or Ask Questions

Deep Learning of Potential Outcomes


Oct 09, 2021
Bernard Koch, Tim Sainburg, Pablo Geraldo, Song Jiang, Yizhou Sun, Jacob Gates Foster


  Access Paper or Ask Questions

Relation-Guided Pre-Training for Open-Domain Question Answering


Sep 21, 2021
Ziniu Hu, Yizhou Sun, Kai-Wei Chang


  Access Paper or Ask Questions

Fuzzy Logic based Logical Query Answering on Knowledge Graph


Aug 05, 2021
Xuelu Chen, Ziniu Hu, Yizhou Sun


  Access Paper or Ask Questions

Clinical Named Entity Recognition using Contextualized Token Representations


Jun 23, 2021
Yichao Zhou, Chelsea Ju, J. Harry Caufield, Kevin Shih, Calvin Chen, Yizhou Sun, Kai-Wei Chang, Peipei Ping, Wei Wang

* 1 figure, 6 tables 

  Access Paper or Ask Questions

Universal Representation Learning of Knowledge Bases by Jointly Embedding Instances and Ontological Concepts


Mar 15, 2021
Junheng Hao, Muhao Chen, Wenchao Yu, Yizhou Sun, Wei Wang

* KDD-19 

  Access Paper or Ask Questions

Bio-JOIE: Joint Representation Learning of Biological Knowledge Bases


Mar 07, 2021
Junheng Hao, Chelsea Ju, Muhao Chen, Yizhou Sun, Carlo Zaniolo, Wei Wang

* In Procs of the 11th ACM BCB, pp. 1-10. 2020 
* ACM BCB 2020, Best Student Paper 

  Access Paper or Ask Questions

CREATe: Clinical Report Extraction and Annotation Technology


Feb 28, 2021
Yichao Zhou, Wei-Ting Chen, Bowen Zhang, David Lee, J. Harry Caufield, Kai-Wei Chang, Yizhou Sun, Peipei Ping, Wei Wang

* 7 Figures, ICDE 2021 Demo 

  Access Paper or Ask Questions

Motif-Driven Contrastive Learning of Graph Representations


Dec 23, 2020
Shichang Zhang, Ziniu Hu, Arjun Subramonian, Yizhou Sun


  Access Paper or Ask Questions

Leveraging Meta-path Contexts for Classification in Heterogeneous Information Networks


Dec 18, 2020
Xiang Li, Danhao Ding, Ben Kao, Yizhou Sun, Nikos Mamoulis

* 12 pages 

  Access Paper or Ask Questions

Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference


Dec 16, 2020
Yichao Zhou, Yu Yan, Rujun Han, J. Harry Caufield, Kai-Wei Chang, Yizhou Sun, Peipei Ping, Wei Wang

* 10 pages, 4 figures, 7 tables, accepted by AAAI 2021 

  Access Paper or Ask Questions

Query-free Black-box Adversarial Attacks on Graphs


Dec 12, 2020
Jiarong Xu, Yizhou Sun, Xin Jiang, Yanhao Wang, Yang Yang, Chunping Wang, Jiangang Lu


  Access Paper or Ask Questions

Unsupervised Adversarially-Robust Representation Learning on Graphs


Dec 04, 2020
Jiarong Xu, Junru Chen, Yang Yang, Yizhou Sun, Chunping Wang, Jiangang Lu


  Access Paper or Ask Questions

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