Publication


[CIKM ’19] Multi-stage Deep Classifier Cascades for Open World Recognition
X. Guo, A. Alipour-Fanid, L. Wu, H. Purohit, X. Chen, K. Zeng, and Liang Zhao.
The 28th ACM International Conference on Information and Knowledge Management, to appear, Nov. 2019.

[BMVC ’19] Functionality-Oriented Convolutional Filter Pruning
Z. Qin, F. Yu, C. Liu, and X. Chen.
The 30th British Machine Vision Conference, to appear, Sep. 2019.

[IJCAI ‘19] Interpreting and Evaluating Neural Network Robustness
F. Yu, Z. Qin, C. Liu, and X. Chen.
The 28th International Joint Conference on Artificial Intelligence, to appear, Aug. 2019.

[KDD ‘19] Deep Learning Alternating Direction Method of Multipliers
J. Wang, F. Yu, X. Chen, and L. Zhao.
The 28th International Joint Conference on Artificial Intelligence, to appear, Aug. 2019.

[DAC ‘19] ReForm: Static and Dynamic Resource-Aware DNN Reconfiguration Framework for Mobile Devices
Z. Xu, F. Yu, C. Liu, and X. Chen.
The 56th Design Automation Conference, to appear, Jun. 2019.

[DAC ‘19] MASKER: Adaptive Mobile Security Enhancement against Automatic Speech Recognition in Eavesdropping
F. Yu, Z. Xu, C. Liu, and X. Chen.
The 56th Design Automation Conference, to appear, Jun. 2019.

[ASP-DAC ‘19] HAMPER: High-Performance Adaptive Mobile Security Enhancement against Malicious Speech and Image Recognition
Z. Xu, F. Yu, C. Liu, and X. Chen.
The 24th Asia and South Pacific Design Automation Conference, Page: 512-517, Jan. 2019.

[ASP-DAC ‘19] REIN: A Robust Training Method for Enhancing Generalization Ability of Neural Networks in Autonomous Driving Systems
F. Yu, C. Liu, and X. Chen.
The 24th Asia and South Pacific Design Automation Conference, Page: 456-461, Jan. 2019.

[ASP-DAC ‘19] CAPTOR: A Class Adaptive Filter Pruning Framework for Convolutional Neural Networks in Mobile Applications
Z. Qin, F. Yu, C. Liu, and X. Chen
The 24th Asia and South Pacific Design Automation Conference, Page: 444-449, Jan. 2019.

[NeurIPS ‘18] Demystifying Neural Network Filter Pruning
Z. Qin, F. Yu, C. Liu, and X. Chen.
The 32nd Conference on Neural Information Processing Systems, Workshop on Compact Deep Neural Networks with Industrial Applications, No.34, Dec. 2018.

[NeurIPS ‘18] Distilling Critical Paths in Convolutional Neural Networks
F. Yu, Z. Qin, and X. Chen.
The 32nd Conference on Neural Information Processing Systems, Workshop on Compact Deep Neural Networks with Industrial Applications, No.34, Dec. 2018.

[EdgeSP ‘18] Adge: An ADMM-Based Audio Adversarial Example Generation Method
Z. Qin, F. Yu, C. Liu, Y. Wang, and X. Chen.
The 3rd ACM/IEEE Workshop on Security and Privacy in Edge Computing, Oct. 2018.

[GlobalSIP ‘18] A Hybrid Neural Network Framework and Application to Radar Automatic Target Recognition
Z. Zhang, X. Chen, Z. Tian.
The 6th IEEE Global Conference on Signal and Information Processing, Nov. 2018.

[ISLPED ‘18] DiReCt: Resource-Aware Dynamic Model Reconfiguration for Convolutional Neural Network in Mobile Systems
Z. Xu, Z. Qin, F. Yu, C. Liu, and X. Chen.
The 23rd ACM/IEEE International Symposium on Low Power Electronics and Design, No. 37, Page: 1-6, Jul. 2018.

[ISVLSI ‘18] ReRise: An Adversarial Example Restoration System for Neuromorphic Computing Security
C. Liu, Q. Dong, F. Liu, F. Yu, and X. Chen.
The 17th IEEE Computer Society Annual Symposium on VLSI, Page: 470-475, Jul. 2018.

[DAC ‘18] DiReCt: Performance-Aware Dynamic Model Reconfiguration for Convolutional Neural Network in Mobile Systems
F. Yu, Q. Dong, and X. Chen.
The 55th Design Automation Conference, WIP, Jun. 2018.

[DAC ‘18] ASP: A Fast Adversarial Attack Example Generation Framework based on Adversarial Saliency Prediction
Z. Xu, F. Yu, and X. Chen.
The 55th Design Automation Conference, WIP, Jun. 2018.

[ICCAD ‘17] AdaLearner: An Adaptive Distributed Mobile Learning System for Neural Networks
Z. Qin, Z. Xu, Q. Dong, Y. Chen, and Xiang Chen.
The 36th International Conference on Computer-Aided Design (ICCAD), Page: 835-840, Nov. 2017.

[ICCAD ‘17] AdaLearner: An Adaptive Distributed Mobile Learning System for Neural Networks
J. Mao, Z. Qin, Z. Xu, K. Nixon, X. Chen, H. Li, and Y. Chen.
The 36th International Conference on Computer-Aided Design (ICCAD), Page: 291-296, Nov. 2017.

[ICCAD ‘17] MeDNN: A Distributed Mobile System with Enhanced Partition and Deployment for Large-Scale DNNs
J. Mao, Z. Yang, W. Wen, C. Wu, L. Song, K. Nixon, X. Chen, H. Li, and Y. Chen.
The 36th International Conference on Computer-Aided Design (ICCAD), Page: 751-756, Nov. 2017.

[SOCC ‘17] MobiCore: An Adaptive Hybrid Approach for Power-Efficient CPU Management on Android Devices。
L. Broyde, K. Nixon, X. Chen, and H. Li.
The 30th IEEE International System-On-Chip Conference (SoCC), Page: 221-226, Sep. 2017.

[DATE ‘17] [Best Paper Award] MoDNN: Local Distributed Mobile Computing System for Deep Neural Network
J. Mao, X. Chen, K. Nixon, C. Krieger, and Y. Chen.
The 20th International Conference on Design Automation and Test in Europe (DATE), Page: 1396-1401, Mar. 2017.

[ICCAD ‘16] [Best Paper Nomination] Scope – Quality Retaining Display Rendering Workload Scaling based on User-Smartphone Distance
K. Nixon, X. Chen, and Y. Chen.
The 35th International Conference on Computer-Aided Design (ICCAD), Page: 1-6, Nov. 2016.

[SOCC ‘16] Practical Power Consumption Analysis with Current Smartphones
X. Chen, K. Nixon, and Y. Chen.
The 29th IEEE International System-on-Chip Conference (SoCC), Page: 333-337, Oct. 2016.

[DAC ‘16] MORPh: Mobile OLED-friendly Recording and Playback System for Low Power Video Streaming
X. Chen, J. Mao, J. Gao, K. Nixon, and Y. Chen.
The 53rd Design Automation Conference (DAC), Page: 1-6, Jun. 2016.

[ASPDAC ‘16] Footfall: GPS Polling Scheduler for Power Saving on Wearable Devices
K. Nixon, X. Chen, and Y. Chen.
The 21st Asia and South Pacific Design Automation Conference (ASPDAC), Page: 563-568, Jan. 2016.

[ASPDAC ‘16] SlowMo: Enhancing Mobile Gesture-Based Authentication Schemes via Sampling Rate Optimization
K. Nixon, X. Chen, and Y. Chen.
The 21st Asia and South Pacific Design Automation Conference (ASPDAC), Page: 462-467, Jan. 2016.

[DAC ‘15] DaTuM: Dynamic Tone Mapping Technique for OLED Display Power Saving based on Video Classification
X. Chen, C. J. Xue, and Y. Chen.
The 52nd Design Automation Conference (DAC), Page: 8-12, Jun. 2015.

[HotPower ‘14] FingerShadow: An OLED Power Optimization based on Smartphone Touch Interactions
X. Chen, K. W. Nixon, H. Zhou, Y. Liu, and Y. Chen.
The 6th International Workshop on Power-Aware Computing and System (USENIX HotPower), No. 6, Oct. 2014.

[HotPower ‘14] Mobile GPU Power Consumption Reduction via Dynamic Resolution and Frame Rate Scaling
K. W. Nixon, X. Chen, H. Zhou, Y. Liu, and Y. Chen.
The 6th International Workshop on Power-Aware Computing and System (USENIX HotPower), No. 5, Oct. 2014.

[DAC ‘14] Demystify Smartphone Power Consumption: The Evolution of Smartphone Communication Modules
X. Chen, M. Dong, C. Zhang, and Y. Chen.
The 51st Design Automation Conference (DAC), Page: 1-5, Jun. 2014.

[CODES+ISSS ‘13] Online OLED Dynamic Voltage Scaling for Video Streaming Applications on Mobile Devices
M. Zhao, X. Chen, Y. Chen, and C. J. Xue.
International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), Page: 1-10, Oct. 2013.

[RTSS ‘13] Online OLED Dynamic Voltage Scaling for Video Streaming Applications on Mobile Devices
M. Zhao, X. Chen, Y. Chen, and C. J. Xue.
IEEE Real-Time Systems Symposium (RTSS), Volume 10, Issue 2, Page: 18, Jul. 2013.

[DAC-WIP ‘13] Dynamic Tone Mapping on OLED Display Based on Video Classification
X. Chen, Z. Ma, F. C. A. Fernandes, C. J. Xue, and Y. Chen.
The 50th Design Automation Conference (DAC, WIP), Jun. 2013.

[DAC-WIP ‘13] P-Spectrum: A Personalized Smartphone Power Management Technique based on Real-time Battery and User Behavior Monitoring
X. Chen, and H. Li.
The 50th Design Automation Conference (DAC, WIP), Jun. 2013.

[DAC-WIP ‘13] The Invisible Shield: User Classification and Authentication for Mobile Device based on Gesture Recognition
K. Nixon, X. Chen, Z. Mao, K. Li, and Y. Chen.
The 50th Design Automation Conference (DAC, WIP), Jun. 2013.

[HotMobile ‘13] How is Energy Consumed in Smartphone Display Applications?
X. Chen, Y. Chen, Zhan Ma, and Felix C. A. Fernandes.
The 16th International Workshop on Mobile Computing Systems and Applications (USENIX HotMobile), No. 3, Feb. 2013.

[ASPDAC ‘13] Mobile User Classification and Authorization based on Gesture Usage Recognition
K. Nixon, X. Chen Z. H. Mao, Y. Chen, and K. Li.
The 18th Asia and South Pacific Design Automation Conference (ASPDAC), Page: 384-389, Jan. 2013.

[ICCAD ‘12] Mobile Devices User – The Subscriber and also the Publisher of Real-Time OLED Display Power Management Plan
X. Chen, C. J. Xue, and Y. Chen.
The 31st International Conference on Computer-Aided Design (ICCAD), Page: 687-690, Nov. 2012.

[ICCAD ‘12] Active Compensation Technique for the Thin-Film Transistor Variations and OLED Aging of Mobile Device Displays
X. Chen, B. Liu, M. Zhao, C. J. Xue, X. Guo, and Y. Chen.
The 31st International Conference on Computer-Aided Design (ICCAD), Page: 516-522, Nov. 2012.

[DAC ‘12] Quality-retaining OLED Dynamic Voltage Scaling for Video Streaming Applications on Mobile Devices
X. Chen, M. Zhao, J. Zeng, J. Xue, and Y. Chen.
The 49th Design Automation Conference (DAC), Page: 1000-1005, Jun. 2012.

[ASPDAC ‘12] Fine-grained Dynamic Voltage Scaling on OLED Display
X. Chen, J. Zeng, Y. Chen, and H. Li.
The 17th Asia and South Pacific Design Automation Conference (ASPDAC), Page: 807-812, Jan. 2012.

[CICC ‘11] A 1.0V 45nm Nonvolatile Magnetic Latch Design and Its Robustness Analysis
P. Wang, X. Chen, Y. Chen, H. Li, S. Kang, X. Zhu, and W. Wu.
IEEE Custom Integrated Circuits Conference (CICC), Page: 1-4, Sep. 2011.

[WCSE ‘09] A Real-Time Driving Fatigue Monitoring DSP Device based on Computing Complexity of Binarized ImageX. Chen, Z. Zhang, and R. Chen.
IEEE International Workshop on Computer Science and Engineering, Volume. 1, Page: 84-89, Dec. 2009.


[AMC-MFC] How Convolutional Neural Networks See the World — A Survey of Convolutional Neural Network Visualization Methods
Z. Qin, F. Yu, C. Liu, and X. Chen.
Advances in Mathematics of Communications (AMC) Journal on Mathematical Founda- tions of Computing, Vol. 1, Iss. 2, No. 149, pp. 149∼180, May, 2018.

[ETCS] A Nonvolatile Memories as the Data Storage System for Implantable ECG Recorder
Z. Sun, X. Chen, Y. Zhang, H. Li, and Y. Chen.
ACM Journal on Emerging Technologies in Computing Systems, Volume 8, Issue 2, Jun. 2012.