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Node-Level Membership Inference Attacks Against Graph Neural Networks

Feb 10, 2021
Xinlei He, Rui Wen, Yixin Wu, Michael Backes, Yun Shen, Yang Zhang


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Quantifying and Mitigating Privacy Risks of Contrastive Learning

Feb 08, 2021
Xinlei He, Yang Zhang


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ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models

Feb 04, 2021
Yugeng Liu, Rui Wen, Xinlei He, Ahmed Salem, Zhikun Zhang, Michael Backes, Emiliano De Cristofaro, Mario Fritz, Yang Zhang


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A Unified Light Framework for Real-time Fault Detection of Freight Train Images

Jan 31, 2021
Yang Zhang, Moyun Liu, Yang Yang, Yanwen Guo, Huiming Zhang

* 10 pages, 6 figures 

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AT-BERT: Adversarial Training BERT for Acronym Identification Winning Solution for [email protected]

Jan 12, 2021
Danqing Zhu, Wangli Lin, Yang Zhang, Qiwei Zhong, Guanxiong Zeng, Weilin Wu, Jiayu Tang

* Accepted to SDU @ AAAI 2021, 8 pages, 3 figures 

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Unified Mandarin TTS Front-end Based on Distilled BERT Model

Dec 31, 2020
Yang Zhang, Liqun Deng, Yasheng Wang

* 5 pages 

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Semi-supervised Cardiac Image Segmentation via Label Propagation and Style Transfer

Dec 29, 2020
Yao Zhang, Jiawei Yang, Feng Hou, Yang Liu, Yixin Wang, Jiang Tian, Cheng Zhong, Yang Zhang, Zhiqiang He


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Mention Extraction and Linking for SQL Query Generation

Dec 18, 2020
Jianqiang Ma, Zeyu Yan, Shuai Pang, Yang Zhang, Jianping Shen

* Accepted in EMNLP 2020. This work is also known as "IE-SQL: Text-to-SQL as Information Extraction" 

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The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models

Dec 12, 2020
Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Michael Carbin, Zhangyang Wang


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COVI-AgentSim: an Agent-based Model for Evaluating Methods of Digital Contact Tracing

Oct 30, 2020
Prateek Gupta, Tegan Maharaj, Martin Weiss, Nasim Rahaman, Hannah Alsdurf, Abhinav Sharma, Nanor Minoyan, Soren Harnois-Leblanc, Victor Schmidt, Pierre-Luc St. Charles, Tristan Deleu, Andrew Williams, Akshay Patel, Meng Qu, Olexa Bilaniuk, Gaétan Marceau Caron, Pierre Luc Carrier, Satya Ortiz-Gagné, Marc-Andre Rousseau, David Buckeridge, Joumana Ghosn, Yang Zhang, Bernhard Schölkopf, Jian Tang, Irina Rish, Christopher Pal, Joanna Merckx, Eilif B. Muller, Yoshua Bengio


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Dual Attention Model for Citation Recommendation

Oct 29, 2020
Yang Zhang, Qiang Ma


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Squeezing value of cross-domain labels: a decoupled scoring approach for speaker verification

Oct 27, 2020
Lantian Li, Yang Zhang, Jiawen Kang, Thomas Fang Zheng, Dong Wang

* Submitted to ICASSP 2021 

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Deep generative factorization for speech signal

Oct 27, 2020
Haoran Sun, Lantian Li, Yunqi Cai, Yang Zhang, Thomas Fang Zheng, Dong Wang

* Submitted to ICASSP 2021 

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Double-Uncertainty Weighted Method for Semi-supervised Learning

Oct 19, 2020
Yixin Wang, Yao Zhang, Jiang Tian, Cheng Zhong, Zhongchao Shi, Yang Zhang, Zhiqiang He

* accepted by MICCAI 2020 

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Modality-Pairing Learning for Brain Tumor Segmentation

Oct 19, 2020
Yixin Wang, Yao Zhang, Feng Hou, Yang Liu, Jiang Tian, Cheng Zhong, Yang Zhang, Zhiqiang He

* 10 pages 

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BioMegatron: Larger Biomedical Domain Language Model

Oct 14, 2020
Hoo-Chang Shin, Yang Zhang, Evelina Bakhturina, Raul Puri, Mostofa Patwary, Mohammad Shoeybi, Raghav Mani

* Accepted for publication at EMNLP 2020 

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BAAAN: Backdoor Attacks Against Autoencoder and GAN-Based Machine Learning Models

Oct 08, 2020
Ahmed Salem, Yannick Sautter, Michael Backes, Mathias Humbert, Yang Zhang


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Don't Trigger Me! A Triggerless Backdoor Attack Against Deep Neural Networks

Oct 07, 2020
Ahmed Salem, Michael Backes, Yang Zhang


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Privacy Analysis of Deep Learning in the Wild: Membership Inference Attacks against Transfer Learning

Sep 10, 2020
Yang Zou, Zhikun Zhang, Michael Backes, Yang Zhang


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A Fast and Robust BERT-based Dialogue State Tracker for Schema-Guided Dialogue Dataset

Aug 27, 2020
Vahid Noroozi, Yang Zhang, Evelina Bakhturina, Tomasz Kornuta

* Accepted to the Workshop on Conversational Systems Towards Mainstream Adoption at KDD 2020 

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CCA: Exploring the Possibility of Contextual Camouflage Attack on Object Detection

Aug 19, 2020
Shengnan Hu, Yang Zhang, Sumit Laha, Ankit Sharma, Hassan Foroosh


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PP-YOLO: An Effective and Efficient Implementation of Object Detector

Aug 03, 2020
Xiang Long, Kaipeng Deng, Guanzhong Wang, Yang Zhang, Qingqing Dang, Yuan Gao, Hui Shen, Jianguo Ren, Shumin Han, Errui Ding, Shilei Wen


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Label-Leaks: Membership Inference Attack with Label

Jul 30, 2020
Zheng Li, Yang Zhang


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The Lottery Ticket Hypothesis for Pre-trained BERT Networks

Jul 23, 2020
Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Zhangyang Wang, Michael Carbin


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Deep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach

Jul 19, 2020
Yi Liu, Sahil Garg, Jiangtian Nie, Yang Zhang, Zehui Xiong, Jiawen Kang, M. Shamim Hossain

* IEEE Internet of Things Journal 

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