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Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs

Oct 22, 2020
Hongyu Ren, Jure Leskovec

* NeurIPS 2020 

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Direct Multi-hop Attention based Graph Neural Network

Oct 02, 2020
Guangtao Wang, Rex Ying, Jing Huang, Jure Leskovec


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Inductive Learning on Commonsense Knowledge Graph Completion

Sep 19, 2020
Bin Wang, Guangtao Wang, Jing Huang, Jiaxuan You, Jure Leskovec, C. -C. Jay Kuo

* 10 pages, 3 figures, 7 tables 

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Distance Encoding -- Design Provably More Powerful Graph Neural Networks for Structural Representation Learning

Sep 05, 2020
Pan Li, Yanbang Wang, Hongwei Wang, Jure Leskovec


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Distance Encoding -- Design Provably More Powerful GNNs for Structural Representation Learning

Aug 31, 2020
Pan Li, Yanbang Wang, Hongwei Wang, Jure Leskovec


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OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation

Aug 17, 2020
Hongyu Ren, Yuke Zhu, Jure Leskovec, Anima Anandkumar, Animesh Garg

* UAI 2020 

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Concept Learners for Generalizable Few-Shot Learning

Jul 14, 2020
Kaidi Cao, Maria Brbic, Jure Leskovec


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Graph Structure of Neural Networks

Jul 13, 2020
Jiaxuan You, Jure Leskovec, Kaiming He, Saining Xie

* ICML 2020 

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PinnerSage: Multi-Modal User Embedding Framework for Recommendations at Pinterest

Jul 07, 2020
Aditya Pal, Chantat Eksombatchai, Yitong Zhou, Bo Zhao, Charles Rosenberg, Jure Leskovec

* KDD 2020 
* 10 pages, 7 figures 

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Neural Subgraph Matching

Jul 06, 2020
Rex, Ying, Zhaoyu Lou, Jiaxuan You, Chengtao Wen, Arquimedes Canedo, Jure Leskovec


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Improving Query Safety at Pinterest

Jun 23, 2020
Abhijit Mahabal, Yinrui Li, Rajat Raina, Daniel Sun, Revati Mahajan, Jure Leskovec


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M2P2: Multimodal Persuasion Prediction using Adaptive Fusion

Jun 03, 2020
Chongyang Bai, Haipeng Chen, Srijan Kumar, Jure Leskovec, V. S. Subrahmanian


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Open Graph Benchmark: Datasets for Machine Learning on Graphs

May 02, 2020
Weihua Hu, Matthias Fey, Marinka Zitnik, Yuxiao Dong, Hongyu Ren, Bowen Liu, Michele Catasta, Jure Leskovec


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Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings

Feb 29, 2020
Hongyu Ren, Weihua Hu, Jure Leskovec

* ICLR 2020 

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Learning to Simulate Complex Physics with Graph Networks

Feb 21, 2020
Alvaro Sanchez-Gonzalez, Jonathan Godwin, Tobias Pfaff, Rex Ying, Jure Leskovec, Peter W. Battaglia

* Submitted to ICML 2020 

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Entity Context and Relational Paths for Knowledge Graph Completion

Feb 17, 2020
Hongwei Wang, Hongyu Ren, Jure Leskovec


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Unifying Graph Convolutional Neural Networks and Label Propagation

Feb 17, 2020
Hongwei Wang, Jure Leskovec


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G2SAT: Learning to Generate SAT Formulas

Oct 29, 2019
Jiaxuan You, Haoze Wu, Clark Barrett, Raghuram Ramanujan, Jure Leskovec

* Accepted by NeurIPS 2019. Equal contribution 

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Hyperbolic Graph Convolutional Neural Networks

Oct 28, 2019
Ines Chami, Rex Ying, Christopher Ré, Jure Leskovec

* Published at Conference NeurIPS 2019. First 2 authors have equal contribution 

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Improving Graph Attention Networks with Large Margin-based Constraints

Oct 25, 2019
Guangtao Wang, Rex Ying, Jing Huang, Jure Leskovec


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Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks

Aug 03, 2019
Srijan Kumar, Xikun Zhang, Jure Leskovec

* ACM SIGKDD 2019 research track oral paper. The code and datasets are available on the project website: https://github.com/srijankr/jodie/ arXiv admin note: substantial text overlap with arXiv:1812.02289 

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Selection Via Proxy: Efficient Data Selection For Deep Learning

Jun 26, 2019
Cody Coleman, Christopher Yeh, Stephen Mussmann, Baharan Mirzasoleiman, Peter Bailis, Percy Liang, Jure Leskovec, Matei Zaharia


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Position-aware Graph Neural Networks

Jun 13, 2019
Jiaxuan You, Rex Ying, Jure Leskovec

* ICML 2019, long oral 

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Redundancy-Free Computation Graphs for Graph Neural Networks

Jun 09, 2019
Zhihao Jia, Sina Lin, Rex Ying, Jiaxuan You, Jure Leskovec, Alex Aiken

* 12 pages, 4 figures 

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Data Sketching for Faster Training of Machine Learning Models

Jun 05, 2019
Baharan Mirzasoleiman, Jeff Bilmes, Jure Leskovec


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Pre-training Graph Neural Networks

May 29, 2019
Weihua Hu, Bowen Liu, Joseph Gomes, Marinka Zitnik, Percy Liang, Vijay Pande, Jure Leskovec


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Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

May 11, 2019
Hongwei Wang, Fuzheng Zhang, Mengdi Zhang, Jure Leskovec, Miao Zhao, Wenjie Li, Zhongyuan Wang

* KDD 2019 research track oral 

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Hierarchical Temporal Convolutional Networks for Dynamic Recommender Systems

Apr 10, 2019
Jiaxuan You, Yichen Wang, Aditya Pal, Pong Eksombatchai, Chuck Rosenberg, Jure Leskovec

* Accepted by the Web Conference 2019 (WWW 2019) as a full paper 

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