Part of the Computer Sciences Commons

Works by Le Song in Computer Sciences

2024

Graph Neural Networks, Lingfei Wu, Peng Cui, Jian Pei, Liang Zhao, Le Song
Le Song

Molecule Optimization by Explainable Evolution, Binghong Chen, Tianzhe Wang, Chengtao Li, Hanjun Dai, Le Song
Le Song

2023

ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select, Yuchen Zhuang, Yinghao Li, Jerry Junyang Cheung, Yue Yu, Yingjun Mou, Xiang Chen, Le Song, Chao Zhang
Le Song

Concentric Spherical Neural Network for 3D Representation Learning, James Fox, Bo Zhao, Beatriz Gonzalez Del Rio, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song
Le Song

2022

Proto: Program-Guided Transformer for Program-Guided Tasks, Zelin Zhao, Karan Samel, Binghong Chen, Le Song
Machine Learning Faculty Publications

Concentric Spherical Neural Network for 3D Representation Learning, James Fox, Bo Zhao, Beatriz Gonzalez Del Rio, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song
Machine Learning Faculty Publications

Locality Sensitive Teaching, Zhaozhuo Xu, Beidi Chen, Chaojian Li, Weiyang Liu, Le Song, Yingyan Lin, Anshumali Shrivastava
Le Song

Molecule Generation for Drug Design: A Graph Learning Perspective, Nian Zu Yang, Huaijin Wu, Junchi Yan, Xiaoyong Pan, Ye Yuan, Le Song
Le Song

Guest Editorial: Non-Euclidean Machine Learning, Stefanos Zafeiriou, Michael Bronstein, Taco Cohen, Oriol Vinyals, Le Song, Jure Leskovec, Pietro Lio, Joan Bruna, Marco Gori
Machine Learning Faculty Publications

Learning Temporal Rules from Noisy Timeseries Data, Karan Samel, Zelin Zao, Binghong Chen, Shuang Li, Dharmashankar Subramanian, Irfan A. Essa, Le Song
Machine Learning Faculty Publications

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Molecule Generation for Drug Design: A Graph Learning Perspective, Nian Zu Yang, Huaijin Wu, Junchi Yan, Xiaoyong Pan, Ye Yuan, Le Song
Machine Learning Faculty Publications

ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select, Yuchen Zhuang, Yinghao Li, Jerry Junyang Cheung, Yue Yu, Yingjun Mou, Xiang Chen, Le Song, Chao Zhang
Machine Learning Faculty Publications

Graph Neural Networks, Lingfei Wu, Peng Cui, Jian Pei, Liang Zhao, Le Song
Machine Learning Faculty Publications

2021

Locality Sensitive Teaching, Zhaozhuo Xu, Beidi Chen, Chaojian Li, Weiyang Liu, Le Song, Yingyan Lin, Anshumali Shrivastava
Machine Learning Faculty Publications

Multi-Task Learning of Order-Consistent Causal Graphs, Xinshi Chen, Haoran Sun, Caleb Ellington, Eric Xing, Le Song
Machine Learning Faculty Publications

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A Biased Graph Neural Network Sampler with Near-Optimal Regret, Qingru Zhang, David Wipf, Quan Gan, Le Song
Machine Learning Faculty Publications

Molecular Attributes Transfer from Non-Parallel Data, Shuangjia Zheng, Ying Song, Pan Zhang, Le Song, Chengtao Li, Yuedong Yang
Machine Learning Faculty Publications

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GNN is a Counter? Revisiting GNN for Question Answering, Kuan Wang, Yuyu Zhang, Dlyi Yang, Le Song, Tao Qin
Machine Learning Faculty Publications

Roma: Robust Model Adaptation for Offline Model-Based Optimization, Sihyun Yu, Sung-soo Ahn, Le Song, Jinwoo Shin
Machine Learning Faculty Publications

BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition, Yinghao Li, Pranav Shetty, Lucas Liu, Chao Zhang, Le Song
Machine Learning Faculty Publications

Molecule Optimization by Explainable Evolution, Binghong Chen, Tianzhe Wang, Chengtao Li, Hanjun Dai, Le Song
Machine Learning Faculty Publications

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