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 Hongyu Ren

SMORE: Knowledge Graph Completion and Multi-hop Reasoning in Massive Knowledge Graphs


Nov 01, 2021
Hongyu Ren, Hanjun Dai, Bo Dai, Xinyun Chen, Denny Zhou, Jure Leskovec, Dale Schuurmans


  Access Paper or Ask Questions

Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones


Oct 30, 2021
Yushi Bai, Rex Ying, Hongyu Ren, Jure Leskovec

* To be published in NeurIPS 2021, full version including appendix 

  Access Paper or Ask Questions

On the Opportunities and Risks of Foundation Models


Aug 18, 2021
Rishi Bommasani, Drew A. Hudson, Ehsan Adeli, Russ Altman, Simran Arora, Sydney von Arx, Michael S. Bernstein, Jeannette Bohg, Antoine Bosselut, Emma Brunskill, Erik Brynjolfsson, Shyamal Buch, Dallas Card, Rodrigo Castellon, Niladri Chatterji, Annie Chen, Kathleen Creel, Jared Quincy Davis, Dora Demszky, Chris Donahue, Moussa Doumbouya, Esin Durmus, Stefano Ermon, John Etchemendy, Kawin Ethayarajh, Li Fei-Fei, Chelsea Finn, Trevor Gale, Lauren Gillespie, Karan Goel, Noah Goodman, Shelby Grossman, Neel Guha, Tatsunori Hashimoto, Peter Henderson, John Hewitt, Daniel E. Ho, Jenny Hong, Kyle Hsu, Jing Huang, Thomas Icard, Saahil Jain, Dan Jurafsky, Pratyusha Kalluri, Siddharth Karamcheti, Geoff Keeling, Fereshte Khani, Omar Khattab, Pang Wei Kohd, Mark Krass, Ranjay Krishna, Rohith Kuditipudi, Ananya Kumar, Faisal Ladhak, Mina Lee, Tony Lee, Jure Leskovec, Isabelle Levent, Xiang Lisa Li, Xuechen Li, Tengyu Ma, Ali Malik, Christopher D. Manning, Suvir Mirchandani, Eric Mitchell, Zanele Munyikwa, Suraj Nair, Avanika Narayan, Deepak Narayanan, Ben Newman, Allen Nie, Juan Carlos Niebles, Hamed Nilforoshan, Julian Nyarko, Giray Ogut, Laurel Orr, Isabel Papadimitriou, Joon Sung Park, Chris Piech, Eva Portelance, Christopher Potts, Aditi Raghunathan, Rob Reich, Hongyu Ren, Frieda Rong, Yusuf Roohani, Camilo Ruiz, Jack Ryan, Christopher Ré, Dorsa Sadigh, Shiori Sagawa, Keshav Santhanam, Andy Shih, Krishnan Srinivasan, Alex Tamkin, Rohan Taori, Armin W. Thomas, Florian Tramèr, Rose E. Wang, William Wang, Bohan Wu, Jiajun Wu, Yuhuai Wu, Sang Michael Xie, Michihiro Yasunaga, Jiaxuan You, Matei Zaharia, Michael Zhang, Tianyi Zhang, Xikun Zhang, Yuhui Zhang, Lucia Zheng, Kaitlyn Zhou, Percy Liang

* Authored by the Center for Research on Foundation Models (CRFM) at the Stanford Institute for Human-Centered Artificial Intelligence (HAI) 

  Access Paper or Ask Questions

Combiner: Full Attention Transformer with Sparse Computation Cost


Jul 12, 2021
Hongyu Ren, Hanjun Dai, Zihang Dai, Mengjiao Yang, Jure Leskovec, Dale Schuurmans, Bo Dai


  Access Paper or Ask Questions

QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering


Apr 13, 2021
Michihiro Yasunaga, Hongyu Ren, Antoine Bosselut, Percy Liang, Jure Leskovec

* NAACL 2021. Code & data available at https://github.com/michiyasunaga/qagnn 

  Access Paper or Ask Questions

OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs


Mar 17, 2021
Weihua Hu, Matthias Fey, Hongyu Ren, Maho Nakata, Yuxiao Dong, Jure Leskovec

* KDD Cup 2021: https://ogb.stanford.edu/kddcup2021/ 

  Access Paper or Ask Questions

Graph Information Bottleneck


Oct 24, 2020
Tailin Wu, Hongyu Ren, Pan Li, Jure Leskovec

* 20 pages, 3 figures, NeurIPS 2020 

  Access Paper or Ask Questions

Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs


Oct 22, 2020
Hongyu Ren, Jure Leskovec

* NeurIPS 2020 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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


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

* ICLR 2020 

  Access Paper or Ask Questions

Entity Context and Relational Paths for Knowledge Graph Completion


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


  Access Paper or Ask Questions

Bias and Generalization in Deep Generative Models: An Empirical Study


Nov 08, 2018
Shengjia Zhao, Hongyu Ren, Arianna Yuan, Jiaming Song, Noah Goodman, Stefano Ermon


  Access Paper or Ask Questions

Multi-Agent Generative Adversarial Imitation Learning


Jul 26, 2018
Jiaming Song, Hongyu Ren, Dorsa Sadigh, Stefano Ermon


  Access Paper or Ask Questions

Adversarial Constraint Learning for Structured Prediction


May 31, 2018
Hongyu Ren, Russell Stewart, Jiaming Song, Volodymyr Kuleshov, Stefano Ermon

* To appear at IJCAI 2018 

  Access Paper or Ask Questions

RAN4IQA: Restorative Adversarial Nets for No-Reference Image Quality Assessment


Dec 14, 2017
Hongyu Ren, Diqi Chen, Yizhou Wang

* AAAI'18 

  Access Paper or Ask Questions