Yuzhe Ma

ORCID

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 108

Top Venues

CoRR

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.

ICCAD

DAC

Publications

Binwu Zhu, Su Zheng, Ziyang Yu, Guojin Chen, Yuzhe Ma, Fan Yang, Bei Yu, Martin D. F. Wong
L2O-ILT: Learning to Optimize Inverse Lithography Techniques. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43 (3) (2024)
Dongsheng Zuo, Jiadong Zhu, Yikang Ouyang, Yuzhe Ma
RL-MUL: Multiplier Design Optimization with Deep Reinforcement Learning. CoRR (2024)
Chen Bai, Jianwang Zhai, Yuzhe Ma, Bei Yu, Martin D. F. Wong
Towards Automated RISC-V Microarchitecture Design with Reinforcement Learning. AAAI (2024)
Shuo Yin, Wenqian Zhao, Li Xie, Hong Chen, Yuzhe Ma, Tsung-Yi Ho, Bei Yu
FuILT: Full Chip ILT System With Boundary Healing. ISPD (2024)
Chen Bai, Qi Sun, Jianwang Zhai, Yuzhe Ma, Bei Yu, Martin D. F. Wong
BOOM-Explorer: RISC-V BOOM Microarchitecture Design Space Exploration. ACM Trans. Design Autom. Electr. Syst. 29 (1) (2024)
Zhaoting Chen, Junzhe Cai, Changhao Yan, Zhaori Bi, Yuzhe Ma, Bei Yu, Wenchuang Walter Hu, Dian Zhou, Xuan Zeng
pNeurFill: Enhanced Neural Network Model-Based Dummy Filling Synthesis With Perimeter Adjustment. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43 (2) (2024)
Xiaoxiao Liang, Yikang Ouyang, Haoyu Yang, Bei Yu, Yuzhe Ma
RL-OPC: Mask Optimization With Deep Reinforcement Learning. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43 (1) (2024)
Chen Chen, Guangyu Hu, Dongsheng Zuo, Cunxi Yu, Yuzhe Ma, Hongce Zhang
E-Syn: E-Graph Rewriting with Technology-Aware Cost Functions for Logic Synthesis. CoRR (2024)
Jing Cui, Yufei Han, Yuzhe Ma, Jianbin Jiao, Junge Zhang
BadRL: Sparse Targeted Backdoor Attack against Reinforcement Learning. AAAI (2024)
Yuzhe Ma, Xufeng Yao, Ran Chen, Ruiyu Li, Xiaoyong Shen, Bei Yu
Small is Beautiful: Compressing Deep Neural Networks for Partial Domain Adaptation. IEEE Trans. Neural Networks Learn. Syst. 35 (3) (2024)
Xiaoxiao Liang, Haoyu Yang, Kang Liu, Bei Yu, Yuzhe Ma
CAMO: Correlation-Aware Mask Optimization with Modulated Reinforcement Learning. CoRR (2024)
Yikang Ouyang, Sicheng Li, Dongsheng Zuo, Hanwei Fan, Yuzhe Ma
ASAP: Accurate Synthesis Analysis and Prediction with Multi-Task Learning. MLCAD (2023)
Yuzhe Ma, Zhijin Zhou
Adversarial Attacks on Adversarial Bandits. CoRR (2023)
Ziyang Yu, Peiyu Liao, Yuzhe Ma, Bei Yu, Martin D. F. Wong
CTM-SRAF: Continuous Transmission Mask-Based Constraint-Aware Subresolution Assist Feature Generation. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (10) (2023)
Wenqian Zhao, Xufeng Yao, Ziyang Yu, Guojin Chen, Yuzhe Ma, Bei Yu, Martin D. F. Wong
AdaOPC: A Self-Adaptive Mask Optimization Framework For Real Design Patterns. CoRR (2023)
Guojin Chen, Zehua Pei, Haoyu Yang, Yuzhe Ma, Bei Yu, Martin D. F. Wong
Physics-Informed Optical Kernel Regression Using Complex-valued Neural Fields. DAC (2023)
Dongsheng Zuo, Yikang Ouyang, Yuzhe Ma
RL-MUL: Multiplier Design Optimization with Deep Reinforcement Learning. DAC (2023)
Guojin Chen, Ziyang Yu, Hongduo Liu, Yuzhe Ma, Bei Yu
DevelSet: Deep Neural Level Set for Instant Mask Optimization. CoRR (2023)
Guojin Chen, Ziyang Yu, Hongduo Liu, Yuzhe Ma, Bei Yu
DevelSet: Deep Neural Level Set for Instant Mask Optimization. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (12) (2023)
Wei Zhong, Zhenhua Feng, Zhuolun He, Weimin Wang, Yuzhe Ma, Bei Yu
Efficient Design Rule Checking with GPU Acceleration. DATE (2023)
Jing Cui, Yufei Han, Yuzhe Ma, Jianbin Jiao, Junge Zhang
BadRL: Sparse Targeted Backdoor Attack Against Reinforcement Learning. CoRR (2023)
Chen Bai, Jiayi Huang, Xuechao Wei, Yuzhe Ma, Sicheng Li, Hongzhong Zheng, Bei Yu, Yuan Xie
ArchExplorer: Microarchitecture Exploration Via Bottleneck Analysis. MICRO (2023)
Zhuolun He, Yihang Zuo, Jiaxi Jiang, Haisheng Zheng, Yuzhe Ma, Bei Yu
OpenDRC: An Efficient Open-Source Design Rule Checking Engine with Hierarchical GPU Acceleration. DAC (2023)
Guojin Chen, Zehua Pei, Haoyu Yang, Yuzhe Ma, Bei Yu, Martin D. F. Wong
Physics-Informed Optical Kernel Regression Using Complex-valued Neural Fields. CoRR (2023)
Hao Geng, Tinghuan Chen, Yuzhe Ma, Binwu Zhu, Bei Yu
PTPT: Physical Design Tool Parameter Tuning via Multi-Objective Bayesian Optimization. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (1) (2023)
Ziyang Yu, Guojin Chen, Yuzhe Ma, Bei Yu
A GPU-Enabled Level-Set Method for Mask Optimization. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (2) (2023)
Yuzhe Ma, Zhijin Zhou
Adversarial Attacks on Adversarial Bandits. ICLR (2023)
Zhuolun He, Yuzhe Ma, Bei Yu
X-Check: CPU-Accelerated Design Rule Checking via Parallel Sweepline Algorithms. ICCAD (2022)
Yuzhe Ma, Young Wu, Xiaojin Zhu
Game Redesign in No-regret Game Playing. IJCAI (2022)
Hao Geng, Yuzhe Ma, Qi Xu, Jin Miao, Subhendu Roy, Bei Yu
High-Speed Adder Design Space Exploration via Graph Neural Processes. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (8) (2022)
Wei Li, Ruxuan Li, Yuzhe Ma, Siu On Chan, David Z. Pan, Bei Yu
Rethinking Graph Neural Networks for the Graph Coloring Problem. CoRR (2022)
Guojin Chen, Wanli Chen, Qi Sun, Yuzhe Ma, Haoyu Yang, Bei Yu
DAMO: Deep Agile Mask Optimization for Full-Chip Scale. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (9) (2022)
Xiaodong Wang, Changhao Yan, Yuzhe Ma, Bei Yu, Fan Yang, Dian Zhou, Xuan Zeng
Analog Circuit Yield Optimization via Freeze-Thaw Bayesian Optimization Technique. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (11) (2022)
Wenqian Zhao, Xufeng Yao, Ziyang Yu, Guojin Chen, Yuzhe Ma, Bei Yu, Martin D. F. Wong
AdaOPC: A Self-Adaptive Mask Optimization Framework for Real Design Patterns. ICCAD (2022)
Bentian Jiang, Lixin Liu, Yuzhe Ma, Bei Yu, Evangeline F. Y. Young
Neural-ILT 2.0: Migrating ILT to Domain-Specific and Multitask-Enabled Neural Network. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (8) (2022)
Wei Li, Yuzhe Ma, Yibo Lin, Bei Yu
Adaptive Layout Decomposition With Graph Embedding Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (11) (2022)
Wei Zhong, Shuxiang Hu, Yuzhe Ma, Haoyu Yang, Xiuyuan Ma, Bei Yu
Deep Learning-Driven Simultaneous Layout Decomposition and Mask Optimization. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (3) (2022)
Guyue Huang, Jingbo Hu, Yifan He, Jialong Liu, Mingyuan Ma, Zhaoyang Shen, Juejian Wu, Yuanfan Xu, Hengrui Zhang, Kai Zhong, Xuefei Ning, Yuzhe Ma, Haoyu Yang, Bei Yu, Huazhong Yang, Yu Wang
Machine Learning for Electronic Design Automation: A Survey. CoRR (2021)
Guyue Huang, Jingbo Hu, Yifan He, Jialong Liu, Mingyuan Ma, Zhaoyang Shen, Juejian Wu, Yuanfan Xu, Hengrui Zhang, Kai Zhong, Xuefei Ning, Yuzhe Ma, Haoyu Yang, Bei Yu, Huazhong Yang, Yu Wang
Machine Learning for Electronic Design Automation: A Survey. ACM Trans. Design Autom. Electr. Syst. 26 (5) (2021)
Guojin Chen, Ziyang Yu, Hongduo Liu, Yuzhe Ma, Bei Yu
DevelSet: Deep Neural Level Set for Instant Mask Optimization. ICCAD (2021)
Yuzhe Ma, Jon A. Sharp, Ruizhe Wang, Earlence Fernandes, Xiaojin Zhu
Sequential Attacks on Kalman Filter-based Forward Collision Warning Systems. AAAI (2021)
Yun-Shiuan Chuang, Xuezhou Zhang, Yuzhe Ma, Mark K. Ho, Joseph L. Austerweil, Jerry Zhu
Using Machine Teaching to Investigate Human Assumptions when Teaching Reinforcement Learners. CogSci (2021)
Yuzhe Ma, Tianmei Li, Xiaosheng Si, Changhua Hu, Shengfei Zhang, Hao Zhang
Sneak circuit analysis considering component performance degradation under digital twin model. CAA SAFEPROCESS (2021)
Junzhe Cai, Changhao Yan, Yuzhe Ma, Bei Yu, Dian Zhou, Xuan Zeng
NeurFill: Migrating Full-Chip CMP Simulators to Neural Networks for Model-Based Dummy Filling Synthesis. DAC (2021)
Zhuolun He, Peiyu Liao, Siting Liu, Yuzhe Ma, Yibo Lin, Bei Yu
Physical Synthesis for Advanced Neural Network Processors. ASP-DAC (2021)
Chen Bai, Qi Sun, Jianwang Zhai, Yuzhe Ma, Bei Yu, Martin D. F. Wong
BOOM-Explorer: RISC-V BOOM Microarchitecture Design Space Exploration Framework. ICCAD (2021)
Ziyang Yu, Guojin Chen, Yuzhe Ma, Bei Yu
A GPU-enabled Level Set Method for Mask Optimization. DATE (2021)
Haoyu Yang, Wei Zhong, Yuzhe Ma, Hao Geng, Ran Chen, Wanli Chen, Bei Yu
VLSI mask optimization: From shallow to deep learning. Integr. 77 (2021)
Wei Li, Yuzhe Ma, Qi Sun, Lu Zhang, Yibo Lin, Iris Hui-Ru Jiang, Bei Yu, David Z. Pan
OpenMPL: An Open-Source Layout Decomposer. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 40 (11) (2021)
Xuezhou Zhang, Shubham Kumar Bharti, Yuzhe Ma, Adish Singla, Xiaojin Zhu
The Sample Complexity of Teaching by Reinforcement on Q-Learning. AAAI (2021)
Wei Li, Yuxiao Qu, Gengjie Chen, Yuzhe Ma, Bei Yu
TreeNet: Deep Point Cloud Embedding for Routing Tree Construction. ASP-DAC (2021)
Shengfei Zhang, Tianmei Li, Xiaosheng Si, Changhua Hu, Hao Zhang, Yuzhe Ma
A New Missing Data Generation Method Based on An Improved DCGAN With Application to RUL Prediction. CAA SAFEPROCESS (2021)
Yuzhe Ma, Young Wu, Xiaojin Zhu
Game Redesign in No-regret Game Playing. CoRR (2021)
Haoyu Yang, Wei Zhong, Yuzhe Ma, Hao Geng, Ran Chen, Wanli Chen, Bei Yu
VLSI Mask Optimization: From Shallow To Deep Learning. ASP-DAC (2020)
Haoyu Yang, Shuhe Li, Zihao Deng, Yuzhe Ma, Bei Yu, Evangeline F. Y. Young
GAN-OPC: Mask Optimization With Lithography-Guided Generative Adversarial Nets. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39 (10) (2020)
Kang Liu, Haoyu Yang, Yuzhe Ma, Benjamin Tan, Bei Yu, Evangeline F. Y. Young, Ramesh Karri, Siddharth Garg
Adversarial Perturbation Attacks on ML-based CAD: A Case Study on CNN-based Lithographic Hotspot Detection. ACM Trans. Design Autom. Electr. Syst. 25 (5) (2020)
Yuzhe Ma, Zhuolun He, Wei Li, Lu Zhang, Bei Yu
Understanding Graphs in EDA: From Shallow to Deep Learning. ISPD (2020)
Xuezhou Zhang, Yuzhe Ma, Adish Singla
Task-agnostic Exploration in Reinforcement Learning. CoRR (2020)
Guojin Chen, Wanli Chen, Yuzhe Ma, Haoyu Yang, Bei Yu
DAMO: Deep Agile Mask Optimization for Full Chip Scale. CoRR (2020)
Xuezhou Zhang, Yuzhe Ma, Adish Singla, Xiaojin Zhu
Adaptive Reward-Poisoning Attacks against Reinforcement Learning. ICML (2020)
Xuezhou Zhang, Yuzhe Ma, Adish Singla
Task-agnostic Exploration in Reinforcement Learning. NeurIPS (2020)
Yuzhe Ma, Jon A. Sharp, Ruizhe Wang, Earlence Fernandes, Xiaojin Zhu
Sequential Attacks on Kalman Filter-based Forward Collision Warning Systems. CoRR (2020)
Xuezhou Zhang, Yuzhe Ma, Adish Singla, Xiaojin Zhu
Adaptive Reward-Poisoning Attacks against Reinforcement Learning. CoRR (2020)
Yuzhe Ma, Wei Zhong, Shuxiang Hu, Jhih-Rong Gao, Jian Kuang, Jin Miao, Bei Yu
A Unified Framework for Simultaneous Layout Decomposition and Mask Optimization. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39 (12) (2020)
Tianmei Li, Xiaosheng Si, Zonghao Yang, Hong Pei, Yuzhe Ma
NHPP Testability Growth Model Considering Testability Growth Effort, Rectifying Delay, and Imperfect Correction. IEEE Access 8 (2020)
Wei Li, Jialu Xia, Yuzhe Ma, Jialu Li, Yibo Lin, Bei Yu
Adaptive Layout Decomposition with Graph Embedding Neural Networks. DAC (2020)
Hao Geng, Wei Zhong, Haoyu Yang, Yuzhe Ma, Joydeep Mitra, Bei Yu
SRAF Insertion via Supervised Dictionary Learning. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39 (10) (2020)
Xuezhou Zhang, Shubham Kumar Bharti, Yuzhe Ma, Adish Singla, Xiaojin Zhu
The Teaching Dimension of Q-learning. CoRR (2020)
Guojin Chen, Wanli Chen, Yuzhe Ma, Haoyu Yang, Bei Yu
DAMO: Deep Agile Mask Optimization for Full Chip Scale. ICCAD (2020)
Zhuolun He, Yuzhe Ma, Lu Zhang, Peiyu Liao, Ngai Wong, Bei Yu, Martin D. F. Wong
Learn to Floorplan through Acquisition of Effective Local Search Heuristics. ICCD (2020)
Bentian Jiang, Lixin Liu, Yuzhe Ma, Hang Zhang, Bei Yu, Evangeline F. Y. Young
Neural-ILT: Migrating ILT to Neural Networks for Mask Printability and Complexity Co-optimization. ICCAD (2020)
Wei Zhong, Shuxiang Hu, Yuzhe Ma, Haoyu Yang, Xiuyuan Ma, Bei Yu
Deep Learning-Driven Simultaneous Layout Decomposition and Mask Optimization. DAC (2020)
Yun-Shiuan Chuang, Xuezhou Zhang, Yuzhe Ma, Mark K. Ho, Joseph L. Austerweil, Xiaojin Zhu
Using Machine Teaching to Investigate Human Assumptions when Teaching Reinforcement Learners. CoRR (2020)
Yufei Han, Yuzhe Ma, Christopher Gates, Kevin A. Roundy, Yun Shen
Collaborative and Privacy-Preserving Machine Teaching via Consensus Optimization. IJCNN (2019)
Yuzhe Ma, Ran Chen, Wei Li, Fanhua Shang, Wenjian Yu, Minsik Cho, Bei Yu
A Unified Approximation Framework for Compressing and Accelerating Deep Neural Networks. ICTAI (2019)
Yuzhe Ma, Haoxing Ren, Brucek Khailany, Harbinder Sikka, Lijuan Luo, Karthikeyan Natarajan, Bei Yu
High Performance Graph Convolutional Networks with Applications in Testability Analysis. DAC (2019)
Yuzhe Ma, Xuezhou Zhang, Wen Sun, Xiaojin Zhu
Policy Poisoning in Batch Reinforcement Learning and Control. CoRR (2019)
Qianru Zhang, Meng Zhang, Tinghuan Chen, Zhifei Sun, Yuzhe Ma, Bei Yu
Recent advances in convolutional neural network acceleration. Neurocomputing 323 (2019)
Haoyu Yang, Jing Su, Yi Zou, Yuzhe Ma, Bei Yu, Evangeline F. Y. Young
Layout Hotspot Detection With Feature Tensor Generation and Deep Biased Learning. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 38 (6) (2019)
Yuzhe Ma, Subhendu Roy, Jin Miao, Jiamin Chen, Bei Yu
Cross-Layer Optimization for High Speed Adders: A Pareto Driven Machine Learning Approach. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 38 (12) (2019)
Yuzhe Ma, Xuezhou Zhang, Wen Sun, Jerry Zhu
Policy Poisoning in Batch Reinforcement Learning and Control. NeurIPS (2019)
Yufei Han, Yuzhe Ma, Christopher Gates, Kevin A. Roundy, Yun Shen
Collaborative and Privacy-Preserving Machine Teaching via Consensus Optimization. CoRR (2019)
Yuzhe Ma, Xiaojin Zhu, Justin Hsu
Data Poisoning against Differentially-Private Learners: Attacks and Defenses. CoRR (2019)
Yuzhe Ma, Xiaojin Zhu, Justin Hsu
Data Poisoning against Differentially-Private Learners: Attacks and Defenses. IJCAI (2019)
Kang Liu, Haoyu Yang, Yuzhe Ma, Benjamin Tan, Bei Yu, Evangeline F. Y. Young, Ramesh Karri, Siddharth Garg
Are Adversarial Perturbations a Showstopper for ML-Based CAD? A Case Study on CNN-Based Lithographic Hotspot Detection. CoRR (2019)
Hao Geng, Haoyu Yang, Yuzhe Ma, Joydeep Mitra, Bei Yu
SRAF insertion via supervised dictionary learning. ASP-DAC (2019)
Haoyu Yang, Wei Zhong, Yuzhe Ma, Hao Geng, Ran Chen, Wanli Chen, Bei Yu
VLSI Mask Optimization: From Shallow To Deep Learning. CoRR (2019)
Yuzhe Ma, Ziyang Yu, Bei Yu
CAD Tool Design Space Exploration via Bayesian Optimization. CoRR (2019)
Wei Li, Yuzhe Ma, Qi Sun, Yibo Lin, Iris Hui-Ru Jiang, Bei Yu, David Z. Pan
OpenMPL: An Open Source Layout Decomposer: Invited Paper. ASICON (2019)
Kwang-Sung Jun, Lihong Li, Yuzhe Ma, Xiaojin Zhu
Adversarial Attacks on Stochastic Bandits. CoRR (2018)
Yuzhe Ma, Kwang-Sung Jun, Lihong Li, Xiaojin Zhu
Data Poisoning Attacks in Contextual Bandits. GameSec (2018)
Yuzhe Ma, Robert Nowak, Philippe Rigollet, Xuezhou Zhang, Xiaojin Zhu
Teacher Improves Learning by Selecting a Training Subset. CoRR (2018)
Yuzhe Ma, Kun He, John E. Hopcroft, Pan Shi
Neighbourhood-preserving dimension reduction via localised multidimensional scaling. Theor. Comput. Sci. 734 (2018)
Ayon Sen, Scott Alfeld, Xuezhou Zhang, Ara Vartanian, Yuzhe Ma, Xiaojin Zhu
Training Set Camouflage. GameSec (2018)
Haoyu Yang, Shuhe Li, Yuzhe Ma, Bei Yu, Evangeline F. Y. Young
GAN-OPC: mask optimization with lithography-guided generative adversarial nets. DAC (2018)
Kwang-Sung Jun, Lihong Li, Yuzhe Ma, Xiaojin (Jerry) Zhu
Adversarial Attacks on Stochastic Bandits. NeurIPS (2018)
Jin Miao, Meng Li, Subhendu Roy, Yuzhe Ma, Bei Yu
SD-PUF: Spliced Digital Physical Unclonable Function. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 37 (5) (2018)
Yuzhe Ma, Kwang-Sung Jun, Lihong Li, Xiaojin Zhu
Data Poisoning Attacks in Contextual Bandits. CoRR (2018)
Ayon Sen, Scott Alfeld, Xuezhou Zhang, Ara Vartanian, Yuzhe Ma, Xiaojin Zhu
Training Set Camouflage. CoRR (2018)
Yuzhe Ma, Robert Nowak, Philippe Rigollet, Xuezhou Zhang, Xiaojin Zhu
Teacher Improves Learning by Selecting a Training Subset. AISTATS (2018)

Yuzhe Ma.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Yuzhe Ma