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Understanding Classifier Mistakes with Generative Models

Oct 05, 2020
La√ętitia Shao, Yang Song, Stefano Ermon

* 17 pages, 10 figures. Submitted to ICLR2021 

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Learning to Match Jobs with Resumes from Sparse Interaction Data using Multi-View Co-Teaching Network

Sep 25, 2020
Shuqing Bian, Xu Chen, Wayne Xin Zhao, Kun Zhou, Yupeng Hou, Yang Song, Tao Zhang, Ji-Rong Wen

* CIKM 2020 

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Efficient Learning of Generative Models via Finite-Difference Score Matching

Jul 07, 2020
Tianyu Pang, Kun Xu, Chongxuan Li, Yang Song, Stefano Ermon, Jun Zhu


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BiO-Net: Learning Recurrent Bi-directional Connections for Encoder-Decoder Architecture

Jul 06, 2020
Tiange Xiang, Chaoyi Zhang, Dongnan Liu, Yang Song, Heng Huang, Weidong Cai

* 10 pages, 4 figures, MICCAI2020 

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Improved Techniques for Training Score-Based Generative Models

Jun 16, 2020
Yang Song, Stefano Ermon


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Detecting Problem Statements in Peer Assessments

May 30, 2020
Yunkai Xiao, Gabriel Zingle, Qinjin Jia, Harsh R. Shah, Yi Zhang, Tianyi Li, Mohsin Karovaliya, Weixiang Zhao, Yang Song, Jie Ji, Ashwin Balasubramaniam, Harshit Patel, Priyankha Bhalasubbramanian, Vikram Patel, Edward F. Gehringer

* 8 pages, 9 images. Extended version of a paper published at EDM 2020, 13th International Conference on Educational Data Mining 

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Gleason Score Prediction using Deep Learning in Tissue Microarray Image

May 11, 2020
Yi-hong Zhang, Jing Zhang, Yang Song, Chaomin Shen, Guang Yang


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ICE-GAN: Identity-aware and Capsule-Enhanced GAN for Micro-Expression Recognition and Synthesis

May 09, 2020
Jianhui Yu, Chaoyi Zhang, Yang Song, Weidong Cai

* 13 pages, 5 figures 

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Unsupervised Instance Segmentation in Microscopy Images via Panoptic Domain Adaptation and Task Re-weighting

May 05, 2020
Dongnan Liu, Donghao Zhang, Yang Song, Fan Zhang, Lauren O'Donnell, Heng Huang, Mei Chen, Weidong Cai

* Accepted by CVPR2020 

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Shape-Oriented Convolution Neural Network for Point Cloud Analysis

Apr 20, 2020
Chaoyi Zhang, Yang Song, Lina Yao, Weidong Cai

* https://www.aaai.org/Papers/AAAI/2020GB/AAAI-ZhangC.4075.pdf 
* 8 pages, 6 figures, AAAI2020 

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Improving 3D Object Detection through Progressive Population Based Augmentation

Apr 02, 2020
Shuyang Cheng, Zhaoqi Leng, Ekin Dogus Cubuk, Barret Zoph, Chunyan Bai, Jiquan Ngiam, Yang Song, Benjamin Caine, Vijay Vasudevan, Congcong Li, Quoc V. Le, Jonathon Shlens, Dragomir Anguelov


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Output Diversified Initialization for Adversarial Attacks

Mar 15, 2020
Yusuke Tashiro, Yang Song, Stefano Ermon


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Training Deep Energy-Based Models with f-Divergence Minimization

Mar 06, 2020
Lantao Yu, Yang Song, Jiaming Song, Stefano Ermon


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Gaussianization Flows

Mar 04, 2020
Chenlin Meng, Yang Song, Jiaming Song, Stefano Ermon

* AISTATS 2020 

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Permutation Invariant Graph Generation via Score-Based Generative Modeling

Mar 02, 2020
Chenhao Niu, Yang Song, Jiaming Song, Shengjia Zhao, Aditya Grover, Stefano Ermon

* 14 pages, AISTATS 2020 

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Cell R-CNN V3: A Novel Panoptic Paradigm for Instance Segmentation in Biomedical Images

Feb 15, 2020
Dongnan Liu, Donghao Zhang, Yang Song, Heng Huang, Weidong Cai

* 13 pages, 10 figures 

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Nonlinear Equation Solving: A Faster Alternative to Feedforward Computation

Feb 10, 2020
Yang Song, Chenlin Meng, Renjie Liao, Stefano Ermon


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Region and Object based Panoptic Image Synthesis through Conditional GANs

Dec 14, 2019
Heng Wang, Donghao Zhang, Yang Song, Heng Huang, Mei Chen, Weidong Cai

* 10 pages, 5 figures 

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Error-Correcting Neural Network

Nov 30, 2019
Yang Song, Qiyu Kang, Wee Peng Tay


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Unsupervised Out-of-Distribution Detection with Batch Normalization

Oct 21, 2019
Jiaming Song, Yang Song, Stefano Ermon


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Efficient Graph Generation with Graph Recurrent Attention Networks

Oct 02, 2019
Renjie Liao, Yujia Li, Yang Song, Shenlong Wang, Charlie Nash, William L. Hamilton, David Duvenaud, Raquel Urtasun, Richard S. Zemel

* Neural Information Processing Systems (NeurIPS) 2019 

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Representation Learning with Ordered Relation Paths for Knowledge Graph Completion

Sep 26, 2019
Yao Zhu, Hongzhi Liu, Zhonghai Wu, Yang Song, Tao Zhang


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Extreme Language Model Compression with Optimal Subwords and Shared Projections

Sep 25, 2019
Sanqiang Zhao, Raghav Gupta, Yang Song, Denny Zhou


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A General Data Renewal Model for Prediction Algorithms in Industrial Data Analytics

Aug 22, 2019
Hongzhi Wang, Yijie Yang, Yang Song


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LSTM-based Flow Prediction

Aug 09, 2019
Hongzhi Wang, Yang Song, Shihan Tang

* 8 pages, 11 figures 

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MintNet: Building Invertible Neural Networks with Masked Convolutions

Jul 18, 2019
Yang Song, Chenlin Meng, Stefano Ermon


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Generative Modeling by Estimating Gradients of the Data Distribution

Jul 12, 2019
Yang Song, Stefano Ermon


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Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding

Jun 11, 2019
Junyi Li, Wayne Xin Zhao, Ji-Rong Wen, Yang Song

* 11 pages, 2 figures, 7 tables 

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Geo-Aware Networks for Fine Grained Recognition

Jun 04, 2019
Grace Chu, Brian Potetz, Weijun Wang, Andrew Howard, Yang Song, Fernando Brucher, Thomas Leung, Hartwig Adam


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Sliced Score Matching: A Scalable Approach to Density and Score Estimation

May 17, 2019
Yang Song, Sahaj Garg, Jiaxin Shi, Stefano Ermon

* UAI 2019 

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