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Achieving Real-Time LiDAR 3D Object Detection on a Mobile Device


Dec 26, 2020
Pu Zhao, Wei Niu, Geng Yuan, Yuxuan Cai, Hsin-Hsuan Sung, Wujie Wen, Sijia Liu, Xipeng Shen, Bin Ren, Yanzhi Wang, Xue Lin


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Zeroth-Order Hybrid Gradient Descent: Towards A Principled Black-Box Optimization Framework


Dec 21, 2020
Pranay Sharma, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Xue Lin, Pramod K. Varshney

* 27 pages, 3 figures 

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Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework


Dec 12, 2020
Sung-En Chang, Yanyu Li, Mengshu Sun, Runbin Shi, Hayden K. -H. So, Xuehai Qian, Yanzhi Wang, Xue Lin

* Accepted by High-Performance Computer Architecture (HPCA'2021) 

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6.7ms on Mobile with over 78% ImageNet Accuracy: Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration


Dec 01, 2020
Zhengang Li, Geng Yuan, Wei Niu, Yanyu Li, Pu Zhao, Yuxuan Cai, Xuan Shen, Zheng Zhan, Zhenglun Kong, Qing Jin, Zhiyu Chen, Sijia Liu, Kaiyuan Yang, Bin Ren, Yanzhi Wang, Xue Lin


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Fast and Complete: Enabling Complete Neural Network Verification with Rapid and Massively Parallel Incomplete Verifiers


Nov 27, 2020
Kaidi Xu, Huan Zhang, Shiqi Wang, Yihan Wang, Suman Jana, Xue Lin, Cho-Jui Hsieh


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Learned Fine-Tuner for Incongruous Few-Shot Learning


Oct 20, 2020
Pu Zhao, Sijia Liu, Parikshit Ram, Songtao Lu, Djallel Bouneffouf, Xue Lin


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MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework


Sep 16, 2020
Sung-En Chang, Yanyu Li, Mengshu Sun, Weiwen Jiang, Runbin Shi, Xue Lin, Yanzhi Wang

* 9 pages, 2 figures 

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Hold Tight and Never Let Go: Security of Deep Learning based Automated Lane Centering under Physical-World Attack


Sep 14, 2020
Takami Sato, Junjie Shen, Ningfei Wang, Yunhan Jack Jia, Xue Lin, Qi Alfred Chen


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Alleviating Human-level Shift : A Robust Domain Adaptation Method for Multi-person Pose Estimation


Aug 13, 2020
Xixia Xu, Qi Zou, Xue Lin

* Accepted By ACM MM'2020 

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Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices


Jul 20, 2020
Wei Niu, Mengshu Sun, Zhengang Li, Jou-An Chen, Jiexiong Guan, Xipeng Shen, Yanzhi Wang, Xue Lin, Bin Ren


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Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness


Apr 30, 2020
Pu Zhao, Pin-Yu Chen, Payel Das, Karthikeyan Natesan Ramamurthy, Xue Lin

* accepted by ICLR 2020 

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Towards Real-Time DNN Inference on Mobile Platforms with Model Pruning and Compiler Optimization


Apr 22, 2020
Wei Niu, Pu Zhao, Zheng Zhan, Xue Lin, Yanzhi Wang, Bin Ren

* accepted by the IJCAI-PRICAI 2020 Demonstrations Track 

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Multi-Person Pose Estimation with Enhanced Feature Aggregation and Selection


Mar 20, 2020
Xixia Xu, Qi Zou, Xue Lin

* arXiv admin note: text overlap with arXiv:1905.03466 by other authors 

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A Privacy-Preserving DNN Pruning and Mobile Acceleration Framework


Mar 13, 2020
Zheng Zhan, Yifan Gong, Zhengang Li, Pu Zhao, Xiaolong Ma, Wei Niu, Xiaolin Xu, Bin Ren, Yanzhi Wang, Xue Lin


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Security of Deep Learning based Lane Keeping System under Physical-World Adversarial Attack


Mar 03, 2020
Takami Sato, Junjie Shen, Ningfei Wang, Yunhan Jack Jia, Xue Lin, Qi Alfred Chen

* Project page: https://sites.google.com/view/lane-keeping-adv-attack/ 

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Automatic Perturbation Analysis on General Computational Graphs


Feb 28, 2020
Kaidi Xu, Zhouxing Shi, Huan Zhang, Minlie Huang, Kai-Wei Chang, Bhavya Kailkhura, Xue Lin, Cho-Jui Hsieh


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Defending against Backdoor Attack on Deep Neural Networks


Feb 26, 2020
Hao Cheng, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Pu Zhao, Xue Lin

* Accepted by KDD 2019 AdvML workshop 

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Towards an Efficient and General Framework of Robust Training for Graph Neural Networks


Feb 25, 2020
Kaidi Xu, Sijia Liu, Pin-Yu Chen, Mengshu Sun, Caiwen Ding, Bhavya Kailkhura, Xue Lin

* Accepted by ICASSP 2020 

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BLK-REW: A Unified Block-based DNN Pruning Framework using Reweighted Regularization Method


Feb 22, 2020
Xiaolong Ma, Zhengang Li, Yifan Gong, Tianyun Zhang, Wei Niu, Zheng Zhan, Pu Zhao, Jian Tang, Xue Lin, Bin Ren, Yanzhi Wang


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AdvMS: A Multi-source Multi-cost Defense Against Adversarial Attacks


Feb 19, 2020
Xiao Wang, Siyue Wang, Pin-Yu Chen, Xue Lin, Peter Chin

* Accepted by 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020) 

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RTMobile: Beyond Real-Time Mobile Acceleration of RNNs for Speech Recognition


Feb 19, 2020
Peiyan Dong, Siyue Wang, Wei Niu, Chengming Zhang, Sheng Lin, Zhengang Li, Yifan Gong, Bin Ren, Xue Lin, Yanzhi Wang, Dingwen Tao


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Block Switching: A Stochastic Approach for Deep Learning Security


Feb 18, 2020
Xiao Wang, Siyue Wang, Pin-Yu Chen, Xue Lin, Peter Chin

* Accepted by AdvML19: Workshop on Adversarial Learning Methods for Machine Learning and Data Mining at KDD, Anchorage, Alaska, USA, August 5th, 2019, 5 pages 

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Towards Query-Efficient Black-Box Adversary with Zeroth-Order Natural Gradient Descent


Feb 18, 2020
Pu Zhao, Pin-Yu Chen, Siyue Wang, Xue Lin

* accepted by AAAI 2020 

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PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning


Jan 22, 2020
Wei Niu, Xiaolong Ma, Sheng Lin, Shihao Wang, Xuehai Qian, Xue Lin, Yanzhi Wang, Bin Ren

* To be published in the Proceedings of Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS 20) 

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Adversarial T-shirt! Evading Person Detectors in A Physical World


Nov 27, 2019
Kaidi Xu, Gaoyuan Zhang, Sijia Liu, Quanfu Fan, Mengshu Sun, Hongge Chen, Pin-Yu Chen, Yanzhi Wang, Xue Lin


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