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CDEvalSumm: An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems

Oct 22, 2020
Yiran Chen, Pengfei Liu, Ming Zhong, Zi-Yi Dou, Danqing Wang, Xipeng Qiu, Xuanjing Huang

* 13 pages, Findings of EMNLP2020 

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Reinforcement Learning-based Black-Box Evasion Attacks to Link Prediction in Dynamic Graphs

Sep 12, 2020
Houxiang Fan, Binghui Wang, Pan Zhou, Ang Li, Meng Pang, Zichuan Xu, Cai Fu, Hai Li, Yiran Chen


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Evasion Attacks to Graph Neural Networks via Influence Function

Sep 12, 2020
Binghui Wang, Tianxiang Zhou, Minhua Lin, Pan Zhou, Ang Li, Meng Pang, Cai Fu, Hai Li, Yiran Chen


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Efficient Evasion Attacks to Graph Neural Networks via Influence Function

Sep 01, 2020
Binghui Wang, Tianxiang Zhou, Minhua Lin, Pan Zhou, Ang Li, Meng Pang, Cai Fu, Hai Li, Yiran Chen


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LotteryFL: Personalized and Communication-Efficient Federated Learning with Lottery Ticket Hypothesis on Non-IID Datasets

Aug 07, 2020
Ang Li, Jingwei Sun, Binghui Wang, Lin Duan, Sicheng Li, Yiran Chen, Hai Li


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SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training

Jul 21, 2020
Pengcheng Dai, Jianlei Yang, Xucheng Ye, Xingzhou Cheng, Junyu Luo, Linghao Song, Yiran Chen, Weisheng Zhao

* published on DAC 2020 

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NASGEM: Neural Architecture Search via Graph Embedding Method

Jul 08, 2020
Hsin-Pai Cheng, Tunhou Zhang, Shiyu Li, Feng Yan, Meng Li, Vikas Chandra, Hai Li, Yiran Chen


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Defending against GAN-based Deepfake Attacks via Transformation-aware Adversarial Faces

Jun 12, 2020
Chaofei Yang, Lei Ding, Yiran Chen, Hai Li


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TIPRDC: Task-Independent Privacy-Respecting Data Crowdsourcing Framework with Anonymized Intermediate Representations

Jun 12, 2020
Ang Li, Yixiao Duan, Huanrui Yang, Yiran Chen, Jianlei Yang


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MVStylizer: An Efficient Edge-Assisted Video Photorealistic Style Transfer System for Mobile Phones

Jun 01, 2020
Ang Li, Chunpeng Wu, Yiran Chen, Bin Ni


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PENNI: Pruned Kernel Sharing for Efficient CNN Inference

May 14, 2020
Shiyu Li, Edward Hanson, Hai Li, Yiran Chen


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TRP: Trained Rank Pruning for Efficient Deep Neural Networks

Apr 30, 2020
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* Accepted by IJCAI2020, An extension version of arXiv:1812.02402 

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Perturbing Across the Feature Hierarchy to Improve Standard and Strict Blackbox Attack Transferability

Apr 29, 2020
Nathan Inkawhich, Kevin J Liang, Binghui Wang, Matthew Inkawhich, Lawrence Carin, Yiran Chen


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Transferable Perturbations of Deep Feature Distributions

Apr 27, 2020
Nathan Inkawhich, Kevin J Liang, Lawrence Carin, Yiran Chen

* Published as a conference paper at ICLR 2020 

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Learning Low-rank Deep Neural Networks via Singular Vector Orthogonality Regularization and Singular Value Sparsification

Apr 20, 2020
Huanrui Yang, Minxue Tang, Wei Wen, Feng Yan, Daniel Hu, Ang Li, Hai Li, Yiran Chen

* In proceeding of 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). To be presented at EDLCV 2020 workshop co-located with CVPR 2020 

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Extractive Summarization as Text Matching

Apr 19, 2020
Ming Zhong, Pengfei Liu, Yiran Chen, Danqing Wang, Xipeng Qiu, Xuanjing Huang

* Accepted by ACL 2020 

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Neural Predictor for Neural Architecture Search

Dec 02, 2019
Wei Wen, Hanxiao Liu, Hai Li, Yiran Chen, Gabriel Bender, Pieter-Jan Kindermans


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AutoShrink: A Topology-aware NAS for Discovering Efficient Neural Architecture

Nov 21, 2019
Tunhou Zhang, Hsin-Pai Cheng, Zhenwen Li, Feng Yan, Chengyu Huang, Hai Li, Yiran Chen


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Structural sparsification for Far-field Speaker Recognition with GNA

Oct 25, 2019
Jingchi Zhang, Jonathan Huang, Michael Deisher, Hai Li, Yiran Chen

* submitted to icassp2020 

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Trained Rank Pruning for Efficient Deep Neural Networks

Oct 11, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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Traned Rank Pruning for Efficient Deep Neural Networks

Oct 09, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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Conditional Transferring Features: Scaling GANs to Thousands of Classes with 30% Less High-quality Data for Training

Sep 25, 2019
Chunpeng Wu, Wei Wen, Yiran Chen, Hai Li


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Towards Efficient and Secure Delivery of Data for Deep Learning with Privacy-Preserving

Sep 17, 2019
Juncheng Shen, Juzheng Liu, Yiran Chen, Hai Li


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DeepObfuscator: Adversarial Training Framework for Privacy-Preserving Image Classification

Sep 09, 2019
Ang Li, Jiayi Guo, Huanrui Yang, Yiran Chen


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