Peng Li

ORCID

Publication Activity (10 Years)

Years Active: 2000-2024
Publications (10 Years): 87

Top Venues

CoRR

DAC

IJCNN

ACM Trans. Design Autom. Electr. Syst.

Publications

Karthik Somayaji Nanjangud Suryanarayana, Peng Li
Pareto Optimization of Analog Circuits Using Reinforcement Learning. ACM Trans. Design Autom. Electr. Syst. 29 (2) (2024)
Yu Wang, Yuxuan Yin, Karthik Somayaji N. S., Ján Drgona, Malachi Schram, Mahantesh Halappanavar, Frank Liu, Peng Li
Semi-supervised Learning of Dynamical Systems with Neural Ordinary Differential Equations: A Teacher-Student Model Approach. AAAI (2024)
Yuxuan Yin, Yu Wang, Boxun Xu, Peng Li
ADO-LLM: Analog Design Bayesian Optimization with In-Context Learning of Large Language Models. CoRR (2024)
Karthik Somayaji N. S., Yu Wang, Malachi Schram, Ján Drgona, Mahantesh M. Halappanavar, Frank Liu, Peng Li
Extreme Risk Mitigation in Reinforcement Learning using Extreme Value Theory. Trans. Mach. Learn. Res. 2024 (2024)
Yuxuan Yin, Xiaoxiao Wang, Rebecca Chen, Chen He, Peng Li
Reliable Interval Prediction of Minimum Operating Voltage Based on On-chip Monitors via Conformalized Quantile Regression. CoRR (2024)
Lei Deng, Yujie Wu, Yifan Hu, Ling Liang, Guoqi Li, Xing Hu, Yufei Ding, Peng Li, Yuan Xie
Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization. IEEE Trans. Neural Networks Learn. Syst. 34 (6) (2023)
Ling Liang, Xing Hu, Lei Deng, Yujie Wu, Guoqi Li, Yufei Ding, Peng Li, Yuan Xie
Exploring Adversarial Attack in Spiking Neural Networks With Spike-Compatible Gradient. IEEE Trans. Neural Networks Learn. Syst. 34 (5) (2023)
Ling Liang, Zheng Qu, Zhaodong Chen, Fengbin Tu, Yujie Wu, Lei Deng, Guoqi Li, Peng Li, Yuan Xie
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (11) (2022)
Jeong-Jun Lee, Wenrui Zhang, Peng Li
Parallel Time Batching: Systolic-Array Acceleration of Sparse Spiking Neural Computation. HPCA (2022)
Yin Sheng, Tingwen Huang, Zhigang Zeng, Peng Li
Exponential Stabilization of Inertial Memristive Neural Networks With Multiple Time Delays. IEEE Trans. Cybern. 51 (2) (2021)
Richard Boone, Wenrui Zhang, Peng Li
Efficient Biologically-Plausible Training of Spiking Neural Networks with Precise Timing. ICONS (2021)
Hanbin Hu, Chen He, Peng Li
Semi-supervised Wafer Map Pattern Recognition using Domain-Specific Data Augmentation and Contrastive Learning. ITC (2021)
Jeong-Jun Lee, Jianhao Chen, Wenrui Zhang, Peng Li
Systolic-Array Spiking Neural Accelerators with Dynamic Heterogeneous Voltage Regulation. IJCNN (2021)
Yukun Yang, Wenrui Zhang, Peng Li
Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks. CoRR (2021)
Wenrui Zhang, Peng Li
Spiking Neural Networks with Laterally-Inhibited Self-Recurrent Units. IJCNN (2021)
Yukun Yang, Wenrui Zhang, Peng Li
Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks. ICML (2021)
Wenrui Zhang, Peng Li
Composing Recurrent Spiking Neural Networks using Locally-Recurrent Motifs and Risk-Mitigating Architectural Optimization. CoRR (2021)
N. S. Karthik Somayaji, Hanbin Hu, Peng Li
Prioritized Reinforcement Learning for Analog Circuit Optimization With Design Knowledge. DAC (2021)
Myung Seok Shim, Hanbin Hu, Peng Li
Reversible Gating Architecture for Rare Failure Detection of Analog and Mixed-Signal Circuits. DAC (2021)
Wenrui Zhang, Peng Li
Skip-Connected Self-Recurrent Spiking Neural Networks With Joint Intrinsic Parameter and Synaptic Weight Training. Neural Comput. 33 (7) (2021)
Lei Deng, Yujie Wu, Xing Hu, Ling Liang, Yufei Ding, Guoqi Li, Guangshe Zhao, Peng Li, Yuan Xie
Rethinking the performance comparison between SNNS and ANNS. Neural Networks 121 (2020)
Joseph Riad, Peng Li, Edgar Sánchez-Sinencio
A Stabilizing Centralized Controller for On-Chip Power Delivery Networks. IEEE Trans. Circuits Syst. II Express Briefs (4) (2020)
Wenrui Zhang, Peng Li
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks. NeurIPS (2020)
Hanbin Hu, Nguyen Nguyen, Chen He, Peng Li
Advanced Outlier Detection Using Unsupervised Learning for Screening Potential Customer Returns. ITC (2020)
Ling Liang, Xing Hu, Lei Deng, Yujie Wu, Guoqi Li, Yufei Ding, Peng Li, Yuan Xie
Exploring Adversarial Attack in Spiking Neural Networks with Spike-Compatible Gradient. CoRR (2020)
Jianhao Chen, Joseph Riad, Edgar Sánchez-Sinencio, Peng Li
Dynamic Heterogeneous Voltage Regulation for Systolic Array-Based DNN Accelerators. ICCD (2020)
Shiqin Wang, Yuting Cao, Tingwen Huang, Yiran Chen, Peng Li, Shiping Wen
Sliding mode control of neural networks via continuous or periodic sampling event-triggering algorithm. Neural Networks 121 (2020)
Bo Sun, Shiping Wen, Shengbo Wang, Tingwen Huang, Yiran Chen, Peng Li
Quantized synchronization of memristive neural networks with time-varying delays via super-twisting algorithm. Neurocomputing 380 (2020)
Wenrui Zhang, Peng Li
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks. CoRR (2020)
Joseph Riad, Jianhao Chen, Edgar Sánchez-Sinencio, Peng Li
Variation-Aware Heterogeneous Voltage Regulation for Multi-Core Systems-on-a-Chip with On-Chip Machine Learning. ISQED (2020)
Wenrui Zhang, Peng Li
Skip-Connected Self-Recurrent Spiking Neural Networks with Joint Intrinsic Parameter and Synaptic Weight Training. CoRR (2020)
You Zhao, Xing He, Tingwen Huang, Junjian Huang, Peng Li
A smoothing neural network for minimization l1-lp in sparse signal reconstruction with measurement noises. Neural Networks 122 (2020)
Hanbin Hu, Mit Shah, Jianhua Z. Huang, Peng Li
Global Adversarial Attacks for Assessing Deep Learning Robustness. CoRR (2019)
Yu Liu, Wenrui Zhang, Peng Li
Enabling Non-Hebbian Learning in Recurrent Spiking Neural Processors With Hardware-Friendly On-Chip Intrinsic Plasticity. IEEE J. Emerg. Sel. Topics Circuits Syst. 9 (3) (2019)
Chenye Zhao, Myung Seok Shim, Yang Li, Xuchong Zhang, Peng Li
Deep Neural Networks with Auxiliary-Model Regulated Gating for Resilient Multi-Modal Sensor Fusion. CoRR (2019)
Xin Zhan, Peng Li, Edgar Sánchez-Sinencio
Taming the Stability-Constrained Performance Optimization Challenge of Distributed On-Chip Voltage Regulation. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 38 (8) (2019)
Hanbin Hu, Peng Li, Jianhua Z. Huang
Enabling High-Dimensional Bayesian Optimization for Efficient Failure Detection of Analog and Mixed-Signal Circuits. DAC (2019)
Wenrui Zhang, Peng Li
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks. NeurIPS (2019)
Wenrui Zhang, Peng Li
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks. CoRR (2019)
Changqing Xu, Wenrui Zhang, Yu Liu, Peng Li
Boosting Throughput and Efficiency of Hardware Spiking Neural Accelerators using Time Compression Supporting Multiple Spike Codes. CoRR (2019)
Yu Liu, Sai Sourabh Yenamachintala, Peng Li
Energy-efficient FPGA Spiking Neural Accelerators with Supervised and Unsupervised Spike-timing-dependent-Plasticity. ACM J. Emerg. Technol. Comput. Syst. 15 (3) (2019)
Lei Deng, Yujie Wu, Yifan Hu, Ling Liang, Guoqi Li, Xing Hu, Yufei Ding, Peng Li, Yuan Xie
Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization. CoRR (2019)
Xin Zhan, Jianhao Chen, Edgar Sánchez-Sinencio, Peng Li
Power Management for Multicore Processors via Heterogeneous Voltage Regulation and Machine Learning Enabled Adaptation. IEEE Trans. Very Large Scale Integr. Syst. 27 (11) (2019)
Bon Woong Ku, Yu Liu, Yingyezhe Jin, Sandeep Kumar Samal, Peng Li, Sung Kyu Lim
Design and architectural co-optimization of monolithic 3D liquid state machine-based neuromorphic processor. DAC (2018)
Bon Woong Ku, Yu Liu, Yingyezhe Jin, Peng Li, Sung Kyu Lim
Area-efficient and low-power face-to-face-bonded 3D liquid state machine design. ICCAD (2018)
Hanbin Hu, Peng Li, Jianhua Z. Huang
Parallelizable Bayesian optimization for analog and mixed-signal rare failure detection with high coverage. ICCAD (2018)
Ting-Jui Chang, Yukun He, Peng Li
Efficient Two-Step Adversarial Defense for Deep Neural Networks. CoRR (2018)
Hanbin Hu, Qingran Zheng, Ya Wang, Peng Li
HFMV: hybridizing formal methods and machine learning for verification of analog and mixed-signal circuits. DAC (2018)
Alexandre Y. Yamamoto, Kyle M. Sundqvist, Peng Li, H. Rusty Harris
Simulation of a Multidimensional Input Quantum Perceptron. Quantum Inf. Process. 17 (6) (2018)
Xin Zhan, Joseph Riad, Peng Li, Edgar Sánchez-Sinencio
Design Space Exploration of Distributed On-Chip Voltage Regulation Under Stability Constraint. IEEE Trans. Very Large Scale Integr. Syst. 26 (8) (2018)
Yingyezhe Jin, Peng Li, Wenrui Zhang
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks. CoRR (2018)
Changqing Xu, Yi Liu, Peng Li, Yintang Yang
Unified multi-objective mapping for network-on-chip using genetic-based hyper-heuristic algorithms. IET Comput. Digit. Tech. 12 (4) (2018)
Yingyezhe Jin, Wenrui Zhang, Peng Li
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks. NeurIPS (2018)
Myung Seok Shim, Peng Li
Optimized Gated Deep Learning Architectures for Sensor Fusion. CoRR (2018)
Yu Liu, Yingyezhe Jin, Peng Li
Online Adaptation and Energy Minimization for Hardware Recurrent Spiking Neural Networks. ACM J. Emerg. Technol. Comput. Syst. 14 (1) (2018)
Yu Liu, Yingyezhe Jin, Peng Li
Exploring sparsity of firing activities and clock gating for energy-efficient recurrent spiking neural processors. ISLPED (2017)
Ang Li, Peng Li, Tingwen Huang, Edgar Sánchez-Sinencio
Noise-sensitive feedback loop identification in linear time-varying analog circuits. DATE (2017)
Honghuang Lin, Asad M. Khan, Peng Li
Statistical circuit performance dependency analysis via sparse relevance kernel machine. ICICDT (2017)
Ya Wang, Di Gao, Dani A. Tannir, Ning Dong, G. Peter Fang, Wei Dong, Peng Li
Multiharmonic Small-Signal Modeling of Low-Power PWM DC-DC Converters. ACM Trans. Design Autom. Electr. Syst. 22 (4) (2017)
Yingyezhe Jin, Peng Li
Calcium-modulated supervised spike-timing-dependent plasticity for readout training and sparsification of the liquid state machine. IJCNN (2017)
Yingyezhe Jin, Peng Li
Performance and robustness of bio-inspired digital liquid state machines: A case study of speech recognition. Neurocomputing 226 (2017)
Ya Wang, Wenrui Zhang, Peng Li, Jian Gong
Convergence-Boosted Graph Partitioning using Maximum Spanning Trees for Iterative Solution of Large Linear Circuits. DAC (2017)
Myung Seok Shim, Peng Li
Biologically inspired reinforcement learning for mobile robot collision avoidance. IJCNN (2017)
Amarnath Mahadevuni, Peng Li
Navigating mobile robots to target in near shortest time using reinforcement learning with spiking neural networks. IJCNN (2017)
Qian Wang, Youjie Li, Botang Shao, Siddhartha Dey, Peng Li
Energy efficient parallel neuromorphic architectures with approximate arithmetic on FPGA. Neurocomputing 221 (2017)
Qian Wang, Yongtae Kim, Peng Li
Neuromorphic Processors with Memristive Synapses: Synaptic Interface and Architectural Exploration. ACM J. Emerg. Technol. Comput. Syst. 12 (4) (2016)
Qian Wang, Youjie Li, Peng Li
Liquid state machine based pattern recognition on FPGA with firing-activity dependent power gating and approximate computing. ISCAS (2016)
Yingyezhe Jin, Peng Li
AP-STDP: A novel self-organizing mechanism for efficient reservoir computing. IJCNN (2016)
Xin Zhan, Peng Li, Edgar Sánchez-Sinencio
Distributed on-chip regulation: theoretical stability foundation, over-design reduction and performance optimization. DAC (2016)
Parijat Mukherjee, Peng Li
Using Presilicon Knowledge to Excite Nonlinear Failure Modes in Large Mixed-Signal Circuits. IEEE Des. Test 33 (5) (2016)
Yingyezhe Jin, Yu Liu, Peng Li
SSO-LSM: A Sparse and Self-Organizing architecture for Liquid State Machine based neural processors. NANOARCH (2016)
Honghuang Lin, Peng Li
Relevance vector and feature machine for statistical analog circuit characterization and built-in self-test optimization. DAC (2016)
Ya Wang, Peng Li, Suming Lai
Robust and Efficient Transistor-Level Envelope-Following Analysis of PWM/PFM/PSM DC-DC Converters. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 35 (11) (2016)
Ya Wang, Di Gao, Dani A. Tannir, Peng Li
Multi-harmonic nonlinear modeling of low-power PWM DC-DC converters operating in CCM and DCM. DATE (2016)
Dani A. Tannir, Ya Wang, Peng Li
Accurate Modeling of Nonideal Low-Power PWM DC-DC Converters Operating in CCM and DCM using Enhanced Circuit-Averaging Techniques. ACM Trans. Design Autom. Electr. Syst. 21 (4) (2016)
Qian Wang, Peng Li
D-LSM: Deep Liquid State Machine with unsupervised recurrent reservoir tuning. ICPR (2016)
Peng Li
The Art of Certifying Analog/Mixed-Signal Circuits. IEEE Des. Test 32 (1) (2015)
Andrew N. Fisher, Chris J. Myers, Peng Li
Reachability Analysis Using Extremal Rates. NFM (2015)
Yongtae Kim, Yong Zhang, Peng Li
A Reconfigurable Digital Neuromorphic Processor with Memristive Synaptic Crossbar for Cognitive Computing. ACM J. Emerg. Technol. Comput. Syst. 11 (4) (2015)
Honghuang Lin, Peng Li
Circuit Performance Classification With Active Learning Guided Sampling for Support Vector Machines. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 34 (9) (2015)
Botang Shao, Peng Li
Array-Based Approximate Arithmetic Computing: A General Model and Applications to Multiplier and Squarer Design. IEEE Trans. Circuits Syst. I Regul. Pap. (4) (2015)
Tong Xu, Peng Li, Savithri Sundareswaran
Decoupling Capacitance Design Strategies for Power Delivery Networks with Power Gating. ACM Trans. Design Autom. Electr. Syst. 20 (3) (2015)
Yong Zhang, Peng Li, Yingyezhe Jin, Yoonsuck Choe
A Digital Liquid State Machine With Biologically Inspired Learning and Its Application to Speech Recognition. IEEE Trans. Neural Networks Learn. Syst. 26 (11) (2015)
Qian Wang, Peng Li, Yongtae Kim
A Parallel Digital VLSI Architecture for Integrated Support Vector Machine Training and Classification. IEEE Trans. Very Large Scale Integr. Syst. 23 (8) (2015)
Yongtae Kim, Yong Zhang, Peng Li
Energy Efficient Approximate Arithmetic for Error Resilient Neuromorphic Computing. IEEE Trans. Very Large Scale Integr. Syst. 23 (11) (2015)
Qian Wang, Yingyezhe Jin, Peng Li
General-purpose LSM learning processor architecture and theoretically guided design space exploration. BioCAS (2015)
Shiping Wen, Tingwen Huang, Zhigang Zeng, Yiran Chen, Peng Li
Circuit design and exponential stabilization of memristive neural networks. Neural Networks 63 (2015)
Parijat Mukherjee, Chirayu S. Amin, Peng Li
Approximate property checking of mixed-signal circuits. DAC (2014)
Parijat Mukherjee, Peng Li
Leveraging pre-silicon data to diagnose out-of-specification failures in mixed-signal circuits. DAC (2014)
Yenpo Ho, Garng M. Huang, Peng Li
Understanding SRAM Stability via Bifurcation Analysis: Analytical Models and Scaling Trends. ACM Trans. Design Autom. Electr. Syst. 19 (4) (2014)
Honghuang Lin, Peng Li
Parallel Hierarchical Reachability Analysis for Analog Verification. DAC (2014)
Ya Wang, Peng Li, Suming Lai
A unifying and robust method for efficient envelope-following simulation of PWM/PFM DC-DC converters. ICCAD (2014)
Botang Shao, Peng Li
A model for array-based approximate arithmetic computing with application to multiplier and squarer design. ISLPED (2014)
Zhiyu Zeng, Suming Lai, Peng Li
IC power delivery: Voltage regulation and conversion, system-level cooptimization and technology implications. ACM Trans. Design Autom. Electr. Syst. 18 (2) (2013)
Leyi Yin, Yue Deng, Peng Li
Simulation-Assisted Formal Verification of Nonlinear Mixed-Signal Circuits With Bayesian Inference Guidance. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 32 (7) (2013)
Honghuang Lin, Peng Li, Chris J. Myers
Verification of digitally-intensive analog circuits via kernel ridge regression and hybrid reachability analysis. DAC (2013)
Zhuo Feng, Peng Li
Fast Thermal Analysis on GPU for 3D ICs With Integrated Microchannel Cooling. IEEE Trans. Very Large Scale Integr. Syst. 21 (8) (2013)
Suming Lai, Peng Li
A power-efficient on-chip linear regulator assisted by switched capacitors for fast transient regulation. ISQED (2013)
Suming Lai, Boyuan Yan, Peng Li
Localized Stability Checking and Design of IC Power Delivery With Distributed Voltage Regulators. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 32 (9) (2013)
Yongtae Kim, Peng Li
digitally controlled low-dropout regulator with enhanced power supply noise rejection in 90 nm CMOS process. IET Circuits Devices Syst. 7 (1) (2013)

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Publication Activity (10 Years)

Top Topics

Top Venues

Peng Li