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Nan Wu
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A survey of machine learning for computer architecture and systems
N Wu, Y Xie
ACM Computing Surveys (CSUR) 55 (3), 1-39, 2022
612022
Ironman: Gnn-assisted design space exploration in high-level synthesis via reinforcement learning
N Wu, Y Xie, C Hao
Proceedings of the 2021 on Great Lakes Symposium on VLSI (Best Paper Award …, 2021
582021
High-level synthesis performance prediction using gnns: Benchmarking, modeling, and advancing
N Wu, H Yang, Y Xie, P Li, C Hao
Proceedings of the 59th ACM/IEEE Design Automation Conference, 49-54, 2022
292022
IronMan-Pro: Multiobjective Design Space Exploration in HLS via Reinforcement Learning and Graph Neural Network-Based Modeling
N Wu, Y Xie, C Hao
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
272022
Unsupervised learning for combinatorial optimization with principled objective relaxation
HP Wang, N Wu, H Yang, C Hao, P Li
Advances in Neural Information Processing Systems 35, 31444-31458, 2022
182022
Core Placement Optimization for Multi-chip Many-core Neural Network Systems with Reinforcement Learning
N Wu, L Deng, G Li, Y Xie
ACM Transactions on Design Automation of Electronic Systems (TODAES) 26 (2 …, 2020
182020
LOSTIN: Logic Optimization via Spatio-Temporal Information with Hybrid Graph Models
N Wu, J Lee, Y Xie, C Hao
2022 IEEE 33rd International Conference on Application-specific Systems …, 2022
16*2022
Gamora: Graph learning based symbolic reasoning for large-scale boolean networks
N Wu, Y Li, C Hao, S Dai, C Yu, Y Xie
2023 60th ACM/IEEE Design Automation Conference (DAC'23 Best Paper Award), 1-6, 2023
112023
Phoebe: Reuse-Aware Online Caching with Reinforcement Learning for Emerging Storage Models
N Wu, P Li
arXiv preprint arXiv:2011.07160, 2020
72020
Memristor hardware-friendly reinforcement learning
N Wu, A Vincent, D Strukov, Y Xie
arXiv preprint arXiv:2001.06930, 2020
52020
A Real-Time and Energy-Efficient Implementation of Difference-of-Gaussian with Flexible Thin-Film Transistors
N Wu, Z Liu, F Qiao, Q Wei, X Guo, Y Xie, H Yang
VLSI (ISVLSI), 2016 IEEE Computer Society Annual Symposium on, 2016
52016
Program-to-Circuit: Exploiting GNNs for Program Representation and Circuit Translation
N Wu, H He, Y Xie, P Li, C Hao
arXiv preprint arXiv:2109.06265, 2021
42021
AI-assisted Synthesis in Next Generation EDA: Promises, Challenges, and Prospects
N Wu, Y Xie, C Hao
2022 IEEE 40th International Conference on Computer Design (ICCD), 207-214, 2022
32022
TAXONOMY AND OVERVIEW OF DISTRIBUTED MALFUNCTION DIAGNOSIS IN NETWORKS OF INTELLIGENT NODES
B PARHAMI, NAN WU, S TAO
THE CSI JOURNAL ON COMPUTER SCIENCE AND ENGINEERING 13 (2), 23-31, 2016
22016
PreAxC: Error Distribution Prediction for Approximate Computing Quality Control using Graph Neural Networks
L Sathidevi, A Sharma, N Wu, X Jiao, C Hao
2023 24th International Symposium on Quality Electronic Design (ISQED), 1-7, 2023
12023
Preliminary Results Towards Reinforcement Learning with Mixed-Signal Memristive Neuromorphic Circuits
N Wu, AF Vincent, D Strukov
2019 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2019
12019
Computable flexible electronics: circuits exploring for image filtering accelerator with OTFT
Z Liu, N Wu, F Qiao, Q Wei, X Guo, Y Liu, H Yang
2016 7th International Conference on Computer Aided Design for Thin-Film …, 2016
12016
Survey of Machine Learning for Software-assisted Hardware Design Verification: Past, Present, and Prospect
N Wu, Y Li, H Yang, H Chen, S Dai, C Hao, C Yu, Y Xie
ACM Transactions on Design Automation of Electronic Systems, 2024
2024
Machine Learning Empowered Agile Hardware Design and Design Automation
N Wu
University of California, Santa Barbara (EDAA Outstanding Dissertation Award), 2023
2023
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