Publications
FPGA/GPU/RRAM NN
2021
- ReRec: In-ReRAM Acceleration with Access-Aware Mapping for Personalized Recommendation , to appear in IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2021.
- Efficient Sparse Matrix Kernels based on Adaptive Workload-Balancing and Parallel-Reduction , in ACM Student Research Competition 2020-2021, 2021. pdf
- MNSIM-TIME: Performance Modeling Framework for Training-In-Memory Architectures , in 2021 IEEE 3rd International Conference on Artificial Intelligence Circuits and Systems (AICAS), 2021. pdf
- Reliability-Aware Training and Performance Modeling for Processing-In-Memory Systems , in The 26th Asia and South Pacific Design Automation Conference (ASP-DAC 2021), 2021. pdf slide
2020
- Enabling Secure NVM-based in-Memory Neural Network Computing by Sparse Fast Gradient Encryption , in Transactions on Computers, 2020. pdf
- Long Live TIME: Improving Lifetime and Security for NVM-based Training-In-Memory Systems , in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), vol.39, No.12, 2020, pp.4707 - 4720. pdf
- CNN-based Feature-point Extraction for Real-time Visual SLAM on Embedded FPGA , 2020. pdf
- MNSIM 2.0: A Behavior-Level Modeling Tool for Memristor-based Neuromorphic Computing Systems , to appear in Great Lakes Symposium on VLSI (GLSVLSI), 2020. pdf
- CNN-based Monocular Decentralized SLAM on embedded FPGA , to appear in Reconfigurable Architectures Workshop, 2020. pdf
- An Energy-Efficient Quantized and Regularized Training Framework For Processing-In-Memory Accelerators , in The 25th Asia and South Pacific Design Automation Conference(ASP-DAC 2020), 2020. pdf
- INCA: INterruptible CNN Accelerator for Multi-tasking in Embedded Robots , in Design Automation Conference (DAC), 2020. pdf slide
- Security Enhancement for RRAM Computing System through Obfuscating Crossbar Row Connections , in Design, Automation & Test in Europe Conference & Exhibition (DATE), 2020. pdf
2019
- Low Bit-width Convolutional Neural Network on RRAM , in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2019. pdf
- Learning the Sparsity for ReRAM: Mapping and Pruning Sparse Neural Network for ReRAM based Accelerator , in Proceedings of the 24th Asia and South Pacific Design Automation Conference (ASP-DAC), 2019. pdf
- A Configurable Multi-Precision CNN Computing Framework Based on Single Bit RRAM , in Design Automation Conference (DAC), 2019, pp.56. pdf slide
- Enabling Secure in-Memory Neural Network Computing by Sparse Fast Gradient Encryption , in IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2019. pdf
2018
- Instruction Driven Cross-layer CNN Accelerator For Fast Detection on FPGA , in ACM Transactions on Reconfigurable Technology and Systems (TRETS), vol.11(3), No.22, 2018. pdf
- Stuck-at Fault Tolerance in RRAM Computing Systems , in IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), vol.8, No.1, 2018, pp.102-115. pdf
- Angel-Eye: A Complete Design Flow for Mapping CNN onto Embedded FPGA , in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), vol.37, No.1, 2018, pp.35-47. pdf
- MNSIM: Simulation Platform for Memristor-based Neuromorphic Computing System , in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), vol.37, No.5, 2018, pp.1009-1022. pdf
- Fault Tolerance for RRAM-Based Matrix Operations , to appear in International Test Conference (ITC), 2018. pdf
- Training Low Bitwidth Convolutional Neural Networks on RRAM , in Proceedings of the 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 2018, pp.117-122. pdf
- Long Live TIME: Improving Lifetime for Training-In-Memory Engines by Structured Gradient Sparsification , in Design Automation Conference (DAC), 2018. pdf
- A Peripheral Circuit Reuse Structure Integrated with a Retimed Data Flow for Low Power RRAM Crossbar-based CNN , in DATE, 2018, pp.1057-1062. pdf
- Rescuing Memristor-based Computing with Non-linear Resistance Levels , in DATE 2018, 2018, pp.407-412. pdf
- Real-time object detection towards high power efficiency , in Design, Automation & Test in Europe Conference & Exhibition (DATE), 2018, pp.704-708. pdf
- Design of Fault-Tolerant Neuromorphic Computing Systems , in European Test Symposium, 2018.
- Low Power Driven and Multi-CLP aware Loop Tiling for RRAM Crossbar-based CNN , in ACM/SIGAPP Symposium On Applied Computing (SAC), 2018.
2017
- Software–Hardware Codesign for Efficient Neural Network Acceleration , in IEEE Micro, vol.37, No.2, 2017, pp.18-25. pdf
- A Compact Memristor-Based Dynamic Synapse for Spiking Neural Networks , in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems , vol.36, No.8, 2017. pdf
- Computation-Oriented Fault-Tolerance Schemes for RRAM Computing Systems , in Proceedings of the 22nd Asia and South Pacific Design Automation Conference (ASP-DAC), 2017, pp.794-799. pdf slide
- Binary Convolutional Neural Network on RRAM , in Proceedings of the 22nd Asia and South Pacific Design Automation Conference (ASP-DAC), 2017, pp.782-787. pdf slide
- Fault-Tolerant Training with On-Line Fault Detection for RRAM-Based Neural Computing Systems , in DAC, 2017. pdf
- TIME:A Training-in-memory Architecture for Memristor-based Deep Neural Network , in Design Automation Conference (DAC), 2017, pp.26:1-26:6. pdf slide
- ESE: Efficient Speech Recognition Engine with Compressed LSTM on FPGA , in ACM International Symposium on FPGA, 2017, pp.75-84. pdf
- Circuit Design for Beyond Von Neumann Applications Using Emerging Memory: From Nonvolatile Logics to Neuromorphic Computing , in International Symposium on Quality Electronic Design (ISQED), 2017, pp.23-28. pdf
- A 462GOPs/J RRAM-Based Nonvolatile Intelligent Processor for Energy Harvesting IoE System Featuring Nonvolatile Logics and Processing-In-Memory , in IEEE Symposium on VLSI Circuits (VLSIC), 2017. pdf
2016
- Exploring the Precision Limitation for RRAM-based Analog Approximate Computing , in IEEE Design & Test (D&T), vol.33, No.1, 2016, pp.51-58. pdf
- Harmonica: A Framework of Heterogeneous Computing Systems With Memristor-Based Neuromorphic Computing Accelerators , in IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS—I: REGULAR PAPERS, 2016. pdf
- Towards Real-Time Object Detection on Embedded Systems , in IEEE Transactions on Emerging Topics in Computing, 2016. pdf
- Technological Exploration of RRAM Crossbar Array for Matrix-Vector Multiplication , in Journal of Computer Science and Technology (JCST), vol.31, No.1, 2016, pp.3-19. pdf
- All-Spin Artificial Neural Network based on Compound Spintronic Synapse and Neuron , in IEEE Transactions on Biomedical Circuits and Systems, 2016. pdf
- RRAM Based Learning Acceleration , in Compliers, Architectures, and Sythesis of Embedded Systems (CASES) invited talk, 2016, pp.1-2. pdf
- Switched by Input: Power Efficient Structure for RRAM-based Convolutional Neural Network , in Design Automation Conference (DAC), 2016, pp.125:1-125:6. pdf slide
- MNSIM: Simulation Platform for Memristor-based Neuromorphic Computing System , in DATE, 2016, pp.469-474. pdf slide
- Going Deeper with Embedded FPGA Platform for Convolutional Neural Network , in ACM International Symposium on FPGA, 2016, pp.26-35. pdf slide
- A Data Locality-aware Design Framework for Reconfigurable Sparse Matrix-Vector Multiplication Kernel , in International Conference On Computer Aided Design (ICCAD), 2016, pp.1-8. pdf
- PRIME: A Novel Processing-in-memory Architecture for Neural Network Computation in ReRAM-based Main Memory , in The 43rd ACM/IEEE International Symposium on Computer Architecture, 2016, pp.1-14. pdf
- Low Power Convolutional Neural Networks on a Chip , in ISCAS, 2016, pp.129-132. pdf slide
- Angel-Eye: A Complete Design Flow for Mapping CNN onto Customized Hardware , in IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2016, pp.24-29. pdf
2015
- RRAM-based Analog Approximate Computing , in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), vol.34, No.12, 2015, pp.1905-1917. pdf
- Technological Exploration of RRAM Crossbar Array For Matrix-Vector Multiplication , in Proceedings of the 20th Asia and South Pacific Design Automation Conference (ASP-DAC), 2015, pp.106-111. pdf
- Merging the interface: Power, area and accuracy co-optimization for RRAM crossbar-based mixed-signal , in 52nd ACM/EDAC/IEEE Design Automation Conference (DAC), 2015, pp.13:1-13:6. pdf
- Reno: A Highly-efficient Reconfigurable Neuromorphic Computing Accelerator Design , in 52nd ACM/EDAC/IEEE Design Automation Conference (DAC), 2015, pp.1-6. pdf
- Spiking Neural Network with RRAM : Can We Use it for Real-World Application? , in Proceedings of the Design, Automation & Test in Europe Conference & Exhibition (DATE), 2015, pp.860-865. pdf
- FPGA Acceleration for Recurrent Neural Network Language Model , in Proceedings of the IEEE 23rd Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2015, pp.111-118. pdf
- Energy Efficient RRAM Spiking Neural Network for Real Time Classification , in Proceedings of the 25th Edition on Great Lakes Symposium on VLSI (GLSVLSI), 2015, pp.189-194. pdf
- Rebooting Computing and Low-Power Image Recognition Challenge , in IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2015, pp.927-932. pdf
- Scaling-up Resistive Synaptic Arrays for Neuro-inspired Architecture: Challenges and Prospect , in IEEE International Electron Devices Meeting (IEDM), 2015, pp.451-454. pdf
2014
- Integrated photonic reservoir computing based on hierarchical time-multiplexing structure , in Optical Express, vol.22, No.25, 2014, pp.31356-31370. pdf
- Training itself: Mixed-signal training acceleration for memristor-based neural network. , in Proceedings of the 19th Asia and South Pacific Design Automation Conference (ASP-DAC), 2014, pp.361-366. pdf
- The stochastic modeling of TiO2 memristor and its usage in neuromorphic system design. , in Proceedings of the 19th Asia and South Pacific Design Automation Conference (ASP-DAC), 2014, pp.831-836. pdf
- ICE: inline calibration for memristor crossbar-based computing engine , in Proceedings of the Design, Automation & Test in Europe Conference & Exhibition (DATE), 2014, pp.1-4. pdf
- Energy efficient neural networks for big data analytics , in Proceedings of the Design, Automation & Test in Europe Conference & Exhibition (DATE), 2014, pp.1-2. pdf
- Large Scale Recurrent Neural Network on GPU , in Proceedings of the International Joint Conference on Neural Networks (IJCNN), 2014, pp.4062 - 4069. pdf
- Energy Efficient Spiking Neural Network Design with RRAM Devices , in Proceedings of the 14th International Symposium on Integrated Circuits (ISIC), 2014, pp.268 - 271. pdf
2013
- Memristor-based approximated computation , in Proceedings of the International Symposium on Low Power Electronics and Design (ISLPED), 2013, pp.242-247. pdf
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