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Books and Theses
- 2020
[b1]Ningyuan Cao:
Circuit and algorithm design to enable edge intelligence. Georgia Institute of Technology, Atlanta, GA, USA, 2020
Journal Articles
- 2024
- [j10]Steven Davis
, Jianbo Liu, Boyang Cheng, Muya Chang, Ningyuan Cao:
In-Situ Privacy via Mixed-Signal Perturbation and Hardware-Secure Data Reversibility. IEEE Trans. Circuits Syst. I Regul. Pap. 71(6): 2538-2549 (2024) - 2023
- [j9]Shaoze Fan, Shun Zhang, Jianbo Liu, Ningyuan Cao, Xiaoxiao Guo, Jing Li, Xin Zhang:
Power Converter Circuit Design Automation Using Parallel Monte Carlo Tree Search. ACM Trans. Design Autom. Electr. Syst. 28(2): 17:1-17:33 (2023) - 2022
- [j8]Ningyuan Cao, Baibhab Chatterjee, Jianbo Liu, Boyang Cheng, Minxiang Gong, Muya Chang, Shreyas Sen, Arijit Raychowdhury:
A 65 nm Wireless Image SoC Supporting On-Chip DNN Optimization and Real-Time Computation-Communication Trade-Off via Actor-Critical Neuro-Controller. IEEE J. Solid State Circuits 57(8): 2545-2559 (2022) - 2021
- [j7]Foroozan Karimzadeh, Ningyuan Cao, Brian Crafton, Justin Romberg, Arijit Raychowdhury:
A Hardware-Friendly Approach Towards Sparse Neural Networks Based on LFSR-Generated Pseudo-Random Sequences. IEEE Trans. Circuits Syst. I Regul. Pap. 68(2): 751-764 (2021) - [j6]Minxiang Gong, Ningyuan Cao, Muya Chang, Arijit Raychowdhury:
A 65nm Thermometer-Encoded Time/Charge-Based Compute-in-Memory Neural Network Accelerator at 0.735pJ/MAC and 0.41pJ/Update. IEEE Trans. Circuits Syst. II Express Briefs 68(4): 1408-1412 (2021) - 2020
- [j5]Ningyuan Cao, Muya Chang, Arijit Raychowdhury:
A 65-nm 8-to-3-b 1.0-0.36-V 9.1-1.1-TOPS/W Hybrid-Digital-Mixed-Signal Computing Platform for Accelerating Swarm Robotics. IEEE J. Solid State Circuits 55(1): 49-59 (2020) - 2019
- [j4]Baibhab Chatterjee, Shreyas Sen, Ningyuan Cao, Arijit Raychowdhury:
Context-Aware Intelligence in Resource-Constrained IoT Nodes: Opportunities and Challenges. IEEE Des. Test 36(2): 7-40 (2019) - 2018
- [j3]Anvesha Amaravati, Shaojie Xu, Ningyuan Cao, Justin Romberg, Arijit Raychowdhury:
A Light-Powered Smart Camera With Compressed Domain Gesture Detection. IEEE Trans. Circuits Syst. Video Technol. 28(10): 3077-3085 (2018) - [j2]Ningyuan Cao, Justin Ting, Shreyas Sen, Arijit Raychowdhury:
Smart Sensing for HVAC Control: Collaborative Intelligence in Optical and IR Cameras. IEEE Trans. Ind. Electron. 65(12): 9785-9794 (2018) - 2017
- [j1]Ningyuan Cao, Saad Bin Nasir, Shreyas Sen, Arijit Raychowdhury:
Self-Optimizing IoT Wireless Video Sensor Node With In-Situ Data Analytics and Context-Driven Energy-Aware Real-Time Adaptation. IEEE Trans. Circuits Syst. I Regul. Pap. 64-I(9): 2470-2480 (2017)
Conference and Workshop Papers
- 2024
- [c15]Shaoze Fan, Haoshu Lu, Shun Zhang, Ningyuan Cao, Xin Zhang, Jing Li:
Graph-Transformer-based Surrogate Model for Accelerated Converter Circuit Topology Design. DAC 2024: 172:1-172:6 - [c14]Boyang Cheng, Jianbo Liu, Steven Davis, Zephan M. Enciso, Yiyang Zhang, Ningyuan Cao:
VAE-HDC: Efficient and Secure Hyper-dimensional Encoder Leveraging Variation Analog Entropy. DAC 2024: 307:1-307:6 - [c13]Chen-Chia Chang, Yikang Shen, Shaoze Fan, Jing Li, Shun Zhang, Ningyuan Cao, Yiran Chen, Xin Zhang:
LaMAGIC: Language-Model-based Topology Generation for Analog Integrated Circuits. ICML 2024 - [c12]Jianbo Liu, Boyang Cheng, Zephan M. Enciso, Steven Davis, Ningyuan Cao:
CIPUF: Towards On-chip Learnable Anomaly Detection with Compute-In-PUF Architecture. ISLPED 2024: 1-6 - 2023
- [c11]Jianbo Liu, Boyang Cheng, Pengyu Zeng, Steven Davis, Muya Chang, Ningyuan Cao:
Privacy-by-Sensing with Time-domain Differentially-Private Compressed Sensing. DATE 2023: 1-6 - [c10]Foroozan Karimzadeh, Mohsen Imani, Bahar Asgari, Ningyuan Cao, Yingyan Lin, Yan Fang:
Memory-Based Computing for Energy-Efficient AI: Grand Challenges. VLSI-SoC 2023: 1-8 - 2022
- [c9]Ningyuan Cao, Jianbo Liu, Boyang Cheng, Muya Chang:
Stochastic Mixed-Signal Circuit Design for In-Sensor Privacy. ICCAD 2022: 11:1-11:9 - 2021
- [c8]Shaoze Fan, Ningyuan Cao, Shun Zhang, Jing Li, Xiaoxiao Guo, Xin Zhang:
From Specification to Topology: Automatic Power Converter Design via Reinforcement Learning. ICCAD 2021: 1-9 - 2020
- [c7]Foroozan Karimzadeh, Ningyuan Cao, Brian Crafton, Justin Romberg, Arijit Raychowdhury:
Hardware-Aware Pruning of DNNs using LFSR-Generated Pseudo-Random Indices. ISCAS 2020: 1-5 - [c6]Ningyuan Cao, Baibhab Chatterjee, Minxiang Gong, Muya Chang, Shreyas Sen, Arijit Raychowdhury:
A 65nm Image Processing SoC Supporting Multiple DNN Models and Real-Time Computation-Communication Trade-Off Via Actor-Critical Neuro-Controller. VLSI Circuits 2020: 1-2 - 2019
- [c5]Insik Yoon, Ningyuan Cao, Anvesha Amaravati, Arijit Raychowdhury:
A 55nm 50nJ/encode 13nJ/decode Homomorphic Encryption Crypto-Engine for IoT Nodes to Enable Secure Computation on Encrypted Data. CICC 2019: 1-4 - [c4]Ningyuan Cao, Muya Chang, Arijit Raychowdhury:
A 65nm 1.1-to-9.1TOPS/W Hybrid-Digital-Mixed-Signal Computing Platform for Accelerating Model-Based and Model-Free Swarm Robotics. ISSCC 2019: 222-224 - 2018
- [c3]Ningyuan Cao, Kun Lv, Changzhen Hu:
An Attack Graph Generation Method Based on Parallel Computing. SciSec 2018: 34-48 - 2017
- [c2]Ningyuan Cao, Shreyas Sen, Arijit Raychowdhury:
Collaborative intelligence in optical/IR camera based wireless sensor nodes for HVAC control. IEEE SENSORS 2017: 1-3 - 2016
- [c1]Amaravati Anvesha, Shaojie Xu, Ningyuan Cao, Justin Romberg, Arijit Raychowdhury:
A Light-powered, "Always-On", Smart Camera with Compressed Domain Gesture Detection. ISLPED 2016: 118-123
Informal and Other Publications
- 2024
- [i4]Ruiyang Qin, Zheyu Yan, Dewen Zeng, Zhenge Jia, Dancheng Liu, Jianbo Liu, Zhi Zheng, Ningyuan Cao, Kai Ni, Jinjun Xiong, Yiyu Shi:
Robust Implementation of Retrieval-Augmented Generation on Edge-based Computing-in-Memory Architectures. CoRR abs/2405.04700 (2024) - [i3]Chen-Chia Chang, Yikang Shan, Shaoze Fan, Jing Li, Shun Zhang, Ningyuan Cao, Yiran Chen, Xin Zhang:
LaMAGIC: Language-Model-based Topology Generation for Analog Integrated Circuits. CoRR abs/2407.18269 (2024) - 2019
- [i2]Foroozan Karimzadeh, Ningyuan Cao, Brian Crafton, Justin Romberg, Arijit Raychowdhury:
Hardware-aware Pruning of DNNs using LFSR-Generated Pseudo-Random Indices. CoRR abs/1911.04468 (2019) - 2016
- [i1]Amaravati Anvesha, Shaojie Xu, Ningyuan Cao, Justin Romberg, Arijit Raychowdhury:
A Light-powered, Always-On, Smart Camera with Compressed Domain Gesture Detection. CoRR abs/1605.08313 (2016)
Coauthor Index
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