Lixue Xia (夏立雪)
Address: 4-205, Rohm Building, Tsinghua University, Beijing, China
- Stuck-at Fault Tolerance in RRAM Computing Systems , to appear in IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), vol.8, No.1, 2018, pp.102-115.
- 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
- TIME: A Training-in-memory Architecture for RRAM-based Deep Neural Networks , to appear in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2018.
- Fault-Tolerant Training Enabled by On-Line Fault Detection for RRAM-Based Neural Computing System , to appear in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2018.
- 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
- 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 , to appear in Design Automation Conference (DAC), 2018.
- A Low Power Design Enabled by a Peripheral Circuit Reuse Structure integrated with a Retimed Data Flow for RRAM Crossbar-based Convolutional Neural Network , in DATE, 2018.
- Rescuing Memristor-based Computing with Non-linear Resistance Levels , in DATE 2018, 2018, pp.407-412.
- 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.
- 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
- 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
- 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
- Sparsity-Oriented Sparse Solver Design for Circuit Simulation , in DATE, 2016, pp.1580-1585. pdf slide
- Low Power Convolutional Neural Networks on a Chip , in ISCAS, 2016, pp.129-132. pdf slide
- An Accurate and Low Cost PM2.5 Estimation Method Based on Artificial Neural Network , in Proceedings of the 20th Asia and South Pacific Design Automation Conference (ASP-DAC), 2015, pp.190-195. 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
- 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
- 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
- Scaling-up Resistive Synaptic Arrays for Neuro-inspired Architecture: Challenges and Prospect , in IEEE International Electron Devices Meeting (IEDM), 2015, pp.451-454. pdf
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