Wen, Wujie
Scholarly & Creative Works
selected publications
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Article
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2019Thermal-constrained energy efficient real-time scheduling on multi-core platforms. PARALLEL COMPUTING. 85:231-242.Full Text via DOI: 10.1016/j.parco.2019.01.003 Web of Science: 000471087700020
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2018M-Oscillating: Performance Maximization on Temperature-Constrained Multi-Core Processors. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS. 29.Full Text via DOI: 10.1109/TPDS.2018.2835474 Web of Science: 000447046200010
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2018TriZone: A Design of MLC STT-RAM Cache for Combined Performance, Energy, and Reliability Optimizations. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. 37.Full Text via DOI: 10.1109/TCAD.2017.2783860 Web of Science: 000445264200006
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2018Efficient LDPC Code Design for Combating Asymmetric Errors in STT-RAM. ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS. 14.Full Text via DOI: 10.1145/3154836 Web of Science: 000429195300010
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2018Improving AES Core Performance via an Advanced ASBUS Protocol. ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS. 14.Full Text via DOI: 10.1145/3110713 Web of Science: 000429195300006
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2017An Energy-Efficient GPGPU Register File Architecture Using Racetrack Memory. IEEE TRANSACTIONS ON COMPUTERS. 66:1478-1490.Full Text via DOI: 10.1109/TC.2017.2690S55 Web of Science: 000407449400002
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2017Energy-Aware Adaptive Restore Schemes for MLC STT-RAM Cache. IEEE TRANSACTIONS ON COMPUTERS. 66:786-798.Full Text via DOI: 10.1109/TC.2016.2625245 Web of Science: 000399245300004
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Proceedings Paper
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2019A Fault-Tolerant Neural Network Architecture. PROCEEDINGS OF THE 2019 56TH ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC).Full Text via DOI: 10.1145/3316781.3317742 Web of Science: 000482058200055
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2019Deep-Evasion: Turn Deep Neural Network into Evasive Self-Contained Cyber-Physical Malware. PROCEEDINGS OF THE 2019 CONFERENCE ON SECURITY AND PRIVACY IN WIRELESS AND MOBILE NETWORKS (WISEC '19). 320-321.Full Text via DOI: 10.1145/3317549.3326311 Web of Science: 000477981300047
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2019E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs. 2015 IEEE 21st International Symposium on High Performance Computer Architecture (HPCA). 69-80.Full Text via DOI: 10.1109/HPCA.2019.00028 Web of Science: 000469766300006
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2019Game Theoretic-based Approaches for Cybersecurity-aware Virtual Machine Placement in Public Cloud Clusters. 2019 19TH IEEE/ACM INTERNATIONAL SYMPOSIUM ON CLUSTER, CLOUD AND GRID COMPUTING (CCGRID). 272-281.Full Text via DOI: 10.1109/CCGRID.2019.00041 Web of Science: 000483058700032
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2019Universal Approximation Property and Equivalence of Stochastic Computing-Based Neural Networks and Binary Neural Networks. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE. 5369-5376.Web of Science: 000485292605049
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2018An ECC-Free MLC STT-RAM based Approximate Memory Design for Multimedia Applications. 2014 IEEE COMPUTER SOCIETY ANNUAL SYMPOSIUM ON VLSI (ISVLSI).Full Text via DOI: 10.1109/ISVLSI.2018.00035 Web of Science: 000443443500025
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2018DeepN-JPEG: A Deep Neural Network Favorable JPEG-based Image Compression Framework. 2018 55TH ACM/ESDA/IEEE DESIGN AUTOMATION CONFERENCE (DAC).Full Text via DOI: 10.1145/3195970.3196022 Web of Science: 000446034500053
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2018Enhancing the Robustness of Deep Neural Networks from "Smart" Compression. 2014 IEEE COMPUTER SOCIETY ANNUAL SYMPOSIUM ON VLSI (ISVLSI).Full Text via DOI: 10.1109/ISVLSI.2018.00102 Web of Science: 000443443500092
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2018PT-Spike: A Precise-Time-Dependent Single Spike Neuromorphic Architecture with Efficient Supervised Learning. 2012 17TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC). 568-573.Web of Science: 000426987100109
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2018SIN2: Stealth Infection on Neural Network - A Low-cost Agile Neural Trojan Attack Methodology. PROCEEDINGS OF THE 2018 IEEE INTERNATIONAL SYMPOSIUM ON HARDWARE ORIENTED SECURITY AND TRUST (HOST).Web of Science: 000436024900037
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2018Security Analysis and Enhancement of Model Compressed Deep Learning Systems under Adversarial Attacks. 2012 17TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC). 721-726.Web of Science: 000426987100133
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2018Special Session on Reliability and Vulnerability of Neuromorphic Computing Systems. 2018 IEEE 36TH VLSI TEST SYMPOSIUM (VTS 2018).Web of Science: 000435280400014
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2018Understanding Adversarial Attack and Defense towards Deep Compressed Neural Networks. ADVANCED BIOMEDICAL AND CLINICAL DIAGNOSTIC SYSTEMS VII.Full Text via DOI: 10.1117/12.2305226 Web of Science: 000449558300020
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2017A Fast and Ultra Low Power Time-based Spiking Neuromorphic Architecture for Embedded Applications. PROCEEDINGS OF THE EIGHTEENTH INTERNATIONAL SYMPOSIUM ON QUALITY ELECTRONIC DESIGN (ISQED). 19-22.Web of Science: 000403335900004
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2017A Statistical STT-RAM Retention Model for Fast Memory Subsystem Designs. 2012 17TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC). 720-725.Web of Science: 000403609600134
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2017Algorithm-Hardware Co-Optimization of the Memristor-Based Framework for Solving SOCP and Homogeneous QCQP Problems. 2012 17TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC). 788-793.Web of Science: 000403609600145
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2017Design of A Pre-Scheduled Data Bus for Advanced Encryption Standard Encrypted System-on-Chips. 2012 17TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC). 506-511.Web of Science: 000403609600099
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2017MT-Spike: A Multilayer Time-based Spiking Neuromorphic Architecture with Temporal Error Backpropagation. 2015 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN (ICCAD). 450-457.Web of Science: 000424863100060
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2017Processor/Memory Co-scheduling Using Periodic Resource Server for Real-Time Systems Under Peak Temperature Constraints. PROCEEDINGS OF THE EIGHTEENTH INTERNATIONAL SYMPOSIUM ON QUALITY ELECTRONIC DESIGN (ISQED). 360-366.Web of Science: 000403335900060
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2017XNOR-POP: A Processing-in-Memory Architecture for Binary Convolutional Neural Networks in Wide-I02 DRAMs. 2017 IEEE/ACM INTERNATIONAL SYMPOSIUM ON LOW POWER ELECTRONICS AND DESIGN (ISLPED).Web of Science: 000411105200011
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2016A Data Locality-aware Design Framework for Reconfigurable Sparse Matrix-Vector Multiplication Kernel. 2015 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN (ICCAD).Full Text via DOI: 10.1145/2966986.2966987 Web of Science: 000390297800014
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2016A Holistic Tri-region MLC STT-RAM Design with Combined Performance, Energy, and Reliability Optimizations. 2011 DESIGN, AUTOMATION & TEST IN EUROPE (DATE). 1285-1290.Web of Science: 000382679200238
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2016A Novel PUF based on Cell Error Rate Distribution of STT-RAM. 2012 17TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC). 342-347.Web of Science: 000384642200064
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2016AOS: Adaptive Overwrite Scheme for Energy-Efficient MLC STT-RAM Cache. 2016 ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC).Full Text via DOI: 10.1145/2897937.2897987 Web of Science: 000390302500170
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2016Efficient Low-Density Parity-Check (LDPC) Code Decoding for Combating Asymmetric Errors in STT-RAM. 2016 IEEE Computer Society Annual Symposium on VLSI (ISVLSI). 266-271.Full Text via DOI: 10.1109/ISVLSI.2016.9 Web of Science: 000389508400046
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2016Hardware Security Challenges Beyond CMOS: Attacks and Remedies. 2016 IEEE Computer Society Annual Symposium on VLSI (ISVLSI). 200-205.Full Text via DOI: 10.1109/ISVLSI.2016.93 Web of Science: 000389508400035
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2016Improving Read Performance of STT-MRAM based Main Memories through Smash Read and Flexible Read. 2012 17TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC). 31-36.Web of Science: 000384642200014
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2016NVSim-VXs: An Improved NVSim for Variation Aware STT-RAM Simulation. 2016 ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC).Full Text via DOI: 10.1145/2897937.2898053 Web of Science: 000390302500070
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2016On Harmonic Fixed-Priority Scheduling of Periodic Real-Time Tasks with Constrained Deadlines. 2016 ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC).Full Text via DOI: 10.1145/2897937.2898055 Web of Science: 000390302500131
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2016Performance Maximization via Frequency Oscillation on Temperature Constrained Multi-core Processors. 2013 42ND ANNUAL INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING (ICPP). 526-535.Full Text via DOI: 10.1109/ICPP.2016.67 Web of Science: 000387089600060
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2016Security of Neuromorphic Computing: Thwarting Learning Attacks Using Memristor's Obsolescence Effect. 2015 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN (ICCAD).Full Text via DOI: 10.1145/2966986.2967074 Web of Science: 000390297800097
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2016Sliding Basket: An Adaptive ECC Scheme for Runtime Write Failure Suppression of STT-RAM Cache. 2011 DESIGN, AUTOMATION & TEST IN EUROPE (DATE). 762-767.Web of Science: 000382679200139
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2015Recent Progresses of STT Memory Design and Applications. PROCEEDINGS OF 2015 IEEE 11TH INTERNATIONAL CONFERENCE ON ASIC (ASICON).Web of Science: 000398709000164
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Research
principal investigator on
- SPX: Collaborative Research: Scalable Neural Network Paradigms to Address Variability in Emerging Device based Platforms for Large Scale Neuromorphic Computing awarded by National Science Foundation 2019 - 2023
- SHF: Small: Collaborative Research: Retraining-free Concurrent Test and Diagnosis in Emerging Neural Network Accelerators awarded by National Science Foundation 2019 - 2022
- EAGER: Invisible Shield: Can Compression Harden Deep Neural Networks Universally Against Adversarial Attacks? awarded by National Science Foundation 2018 - 2020
- Helmet: Deep Neural Network Protection Against Adversarial Attacks awarded by University of South Florida 2017 - 2018
subproject principal investigator on
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Recent publications and grants in Scholars@FIU
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