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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) 

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Identity-aware Graph Neural Networks


Feb 05, 2021
Jiaxuan You, Jonathan Gomes-Selman, Rex Ying, Jure Leskovec

* AAAI 2021. Version with appendix 

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Design Space for Graph Neural Networks


Nov 17, 2020
Jiaxuan You, Rex Ying, Jure Leskovec

* NeurIPS 2020 (Spotlight) 

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Handling Missing Data with Graph Representation Learning


Oct 30, 2020
Jiaxuan You, Xiaobai Ma, Daisy Yi Ding, Mykel Kochenderfer, Jure Leskovec

* NeurIPS 2020 

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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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Graph Structure of Neural Networks


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

* ICML 2020 

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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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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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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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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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GNN Explainer: A Tool for Post-hoc Explanation of Graph Neural Networks


Mar 10, 2019
Rex Ying, Dylan Bourgeois, Jiaxuan You, Marinka Zitnik, Jure Leskovec


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Hierarchical Graph Representation Learning with Differentiable Pooling


Oct 26, 2018
Rex Ying, Jiaxuan You, Christopher Morris, Xiang Ren, William L. Hamilton, Jure Leskovec


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GraphRNN: Generating Realistic Graphs with Deep Auto-regressive Models


Jun 23, 2018
Jiaxuan You, Rex Ying, Xiang Ren, William L. Hamilton, Jure Leskovec

* ICML 2018 

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Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation


Jun 07, 2018
Jiaxuan You, Bowen Liu, Rex Ying, Vijay Pande, Jure Leskovec


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