Yuzhe Ma

146 papers A* 28A 24B 3C 2Misc 1Journal 71Unranked 17
YearRankTypeTitle / Venue / Authors
2026 — conf
BEAM: Bidirectional MEEF-Driven Mask Optimization for Curvilinear Photonic Design.
ASP-DAC
Xiaoxiao Liang, Yang Luo, Bei Yu, Yuzhe Ma
2026 — conf
CombRewriter: Enabling Combinational Logic Simplification in MLIR-Based Hardware Compiler.
ASP-DAC
Haisheng Zheng, Zhuolun He, Shuo Yin, Yuzhe Ma, Bei Yu
2026 J jnl
RL-MUL 2.0: Multiplier Design Optimization with Parallel Deep Reinforcement Learning and Space Reduction.
ACM Trans. Design Autom. Electr. Syst.
Dongsheng Zuo, Jiadong Zhu, Yikang Ouyang, Yuzhe Ma
2026 J jnl
Retrieve, Schedule, Reflect: LLM Agents for Chip QoR Optimization.
CoRR
Yikang Ouyang, Yang Luo, Dongsheng Zuo, Yuzhe Ma
2025 — conf
A Holistic FPGA Architecture Exploration Framework for Deep Learning Acceleration.
ASP-DAC
Jiadong Zhu, Dongsheng Zuo, Yuzhe Ma
2025 J jnl
A Lightweight Heterogeneous Graph Embedding Framework for Hotspot Detection.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Haopeng Yan, Ying Wang, Peng Gao, Fei Yu, Yuzhe Ma, Xiaoming Xiong, Shuting Cai
2025 J jnl
A Survey of Circuit Foundation Model: Foundation AI Models for VLSI Circuit Design and EDA.
CoRR
Wenji Fang, Jing Wang, Yao Lu, Shang Liu, Yuchao Wu, Yuzhe Ma, Zhiyao Xie
2025 A conf
Automatic Routing for Photonic Integrated Circuits Under Delay Matching Constraints.
DATE
Yuchao Wu, Weilong Guan, Yeyu Tong, Yuzhe Ma
2025 A conf
Bi-Level Optimization Accelerated DRC-Aware Physical Design Automation for Photonic Devices.
DATE
Hao Chen, Yuzhe Ma, Yeyu Tong
2025 J jnl
Bridging Hotspot Detection and Mask Optimization via Domain-Crossing Masked Layout Modeling.
ACM Trans. Design Autom. Electr. Syst.
Binwu Zhu, Su Zheng, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2025 A* conf
Computing Circuits Optimization via Model-Based Circuit Genetic Evolution.
ICLR
Zhihai Wang, Jie Wang, Xilin Xia, Dongsheng Zuo, Lei Chen, Yuzhe Ma, Jianye Hao, Mingxuan Yuan, Feng Wu
2025 A conf
Constraints-aware Adaptive Routing with Hybrid Waveguides for Photonic Integrated Circuits.
ICCAD
Yuchao Wu, Xiaofei Yu, Xianyi Feng, Yeyu Tong, Yuzhe Ma
2025 A* conf
Curvilinear Optical Proximity Correction via Cardinal Spline.
DAC
Su Zheng, Xiaoxiao Liang, Ziyang Yu, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2025 A* conf
E-morphic: Scalable Equality Saturation for Structural Exploration in Logic Synthesis.
DAC
Chen Chen, Guangyu Hu, Cunxi Yu, Yuzhe Ma, Hongce Zhang
2025 J jnl
E-morphic: Scalable Equality Saturation for Structural Exploration in Logic Synthesis.
CoRR
Chen Chen, Guangyu Hu, Cunxi Yu, Yuzhe Ma, Hongce Zhang
2025 A* conf
Efficient Continuous Logic Optimization with Diffusion Model.
DAC
Yikang Ouyang, Xiaofei Yu, Jiadong Zhu, Tinghuan Chen, Yuzhe Ma
2025 A conf
G-Contour: GPU Accelerated Contour Tracing For Large-Scale Layouts.
ICCAD
Shuo Yin, Jiahao Xu, Jiaxi Jiang, Mingjun Li, Yuzhe Ma, Tsung-Yi Ho, Bei Yu
2025 J jnl
Interpretable CNN-Based Lithographic Hotspot Detection Through Error Marker Learning.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Haoyang Sun, Cong Jiang, Xun Ye, Dan Feng, Benjamin Tan, Yuzhe Ma, Kang Liu
2025 A conf
Location is All You Need: Efficient Lithographic Hotspot Detection Using Only Polygon Locations.
DATE
Yujia Wang, Jiaxing Wang, Dan Feng, Yuzhe Ma, Kang Liu
2025 A conf
OpenC
DATE
Tianchu Dong, Shaoxuan Li, Yihang Zuo, Hongwu Jiang, Yuzhe Ma, Shanshi Huang
2025 A conf
Optimizing Heterogeneous Compute-in-Memory with Hybrid Dataflow and In-Network Reduction for Vision Transformer.
ISLPED
Zexin Fu, Yihang Zuo, Yuzhe Ma, Jiayi Huang
2025 A conf
PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design.
DATE
Yuchao Wu, Xiaofei Yu, Hao Chen, Yang Luo, Yeyu Tong, Yuzhe Ma
2025 J jnl
PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design.
CoRR
Yuchao Wu, Xiaofei Yu, Hao Chen, Yang Luo, Yeyu Tong, Yuzhe Ma
2025 J jnl
PrefixAgent: An LLM-Powered Design Framework for Efficient Prefix Adder Optimization.
CoRR
Dongsheng Zuo, Jiadong Zhu, Yang Luo, Yuzhe Ma
2025 J jnl
RTMF: Routing based on TDM for Multi-FPGA System.
ACM Trans. Design Autom. Electr. Syst.
Shiyan Liang, Jingui Lin, Dongwei Liu, Wenxiong Lin, Peng Gao, Yuzhe Ma, Tingting Wu, Xiaoming Xiong, Shuting Cai
2025 J jnl
RuleLearner: OPC Rule Extraction From Inverse Lithography Technique Engine.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Ziyang Yu, Su Zheng, Wenqian Zhao, Shuo Yin, Xiaoxiao Liang, Guojin Chen, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2025 — conf
SMART-GPO: Gate-Level Sensitivity Measurement with Accurate Estimation for Glitch Power Optimization.
ASP-DAC
Yikang Ouyang, Yuchao Wu, Dongsheng Zuo, Subhendu Roy, Tinghuan Chen, Zhiyao Xie, Yuzhe Ma
2025 A conf
ThermoPhoton: Fast 3D Thermal Simulation of Photonic Integrated Circuits via Operator Learning.
ICCAD
Weilong Guan, Li Huang, Yuxuan Lin, Yuchao Wu, Yeyu Tong, Yuzhe Ma
2025 A conf
iRw: An Intelligent Rewriting.
DATE
Haisheng Zheng, Haoyuan Wu, Zhuolun He, Yuzhe Ma, Bei Yu
2024 A* conf
A Hierarchical Adaptive Multi-Task Reinforcement Learning Framework for Multiplier Circuit Design.
ICML
Zhihai Wang, Jie Wang, Dongsheng Zuo, Yunjie Ji, Xilin Xia, Yuzhe Ma, Jianye Hao, Mingxuan Yuan, Yongdong Zhang, Feng Wu
2024 J jnl
AdaOPC 2.0: Enhanced Adaptive Mask Optimization Framework for via Layers.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Wenqian Zhao, Xufeng Yao, Shuo Yin, Yang Bai, Ziyang Yu, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2024 J jnl
BOOM-Explorer: RISC-V BOOM Microarchitecture Design Space Exploration.
ACM Trans. Design Autom. Electr. Syst.
Chen Bai, Qi Sun, Jianwang Zhai, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2024 A* conf
BadRL: Sparse Targeted Backdoor Attack against Reinforcement Learning.
AAAI
Jing Cui, Yufei Han, Yuzhe Ma, Jianbin Jiao, Junge Zhang
2024 A* conf
CAMO: Correlation-Aware Mask Optimization with Modulated Reinforcement Learning.
DAC
Xiaoxiao Liang, Haoyu Yang, Kang Liu, Bei Yu, Yuzhe Ma
2024 J jnl
CAMO: Correlation-Aware Mask Optimization with Modulated Reinforcement Learning.
CoRR
Xiaoxiao Liang, Haoyu Yang, Kang Liu, Bei Yu, Yuzhe Ma
2024 A* conf
E-Syn: E-Graph Rewriting with Technology-Aware Cost Functions for Logic Synthesis.
DAC
Chen Chen, Guangyu Hu, Dongsheng Zuo, Cunxi Yu, Yuzhe Ma, Hongce Zhang
2024 J jnl
E-Syn: E-Graph Rewriting with Technology-Aware Cost Functions for Logic Synthesis.
CoRR
Chen Chen, Guangyu Hu, Dongsheng Zuo, Cunxi Yu, Yuzhe Ma, Hongce Zhang
2024 A* conf
EMOGen: Enhancing Mask Optimization via Pattern Generation.
DAC
Su Zheng, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2024 A conf
Enabling Robust Inverse Lithography with Rigorous Multi-Objective Optimization.
ICCAD
Yang Luo, Xiaoxiao Liang, Yuzhe Ma
2024 — conf
FuILT: Full Chip ILT System With Boundary Healing.
ISPD
Shuo Yin, Wenqian Zhao, Li Xie, Hong Chen, Yuzhe Ma, Tsung-Yi Ho, Bei Yu
2024 J jnl
L2O-ILT: Learning to Optimize Inverse Lithography Techniques.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Binwu Zhu, Su Zheng, Ziyang Yu, Guojin Chen, Yuzhe Ma, Fan Yang, Bei Yu, Martin D. F. Wong
2024 J jnl
RL-MUL: Multiplier Design Optimization with Deep Reinforcement Learning.
CoRR
Dongsheng Zuo, Jiadong Zhu, Yikang Ouyang, Yuzhe Ma
2024 J jnl
RL-OPC: Mask Optimization With Deep Reinforcement Learning.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Xiaoxiao Liang, Yikang Ouyang, Haoyu Yang, Bei Yu, Yuzhe Ma
2024 J jnl
Small is Beautiful: Compressing Deep Neural Networks for Partial Domain Adaptation.
IEEE Trans. Neural Networks Learn. Syst.
Yuzhe Ma, Xufeng Yao, Ran Chen, Ruiyu Li, Xiaoyong Shen, Bei Yu
2024 A* conf
Towards Automated RISC-V Microarchitecture Design with Reinforcement Learning.
AAAI
Chen Bai, Jianwang Zhai, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2024 A conf
UFO-MAC: A Unified Framework for Optimization of High-Performance Multipliers and Multiply-Accumulators.
ICCAD
Dongsheng Zuo, Jiadong Zhu, Chenglin Li, Yuzhe Ma
2024 J jnl
UFO-MAC: A Unified Framework for Optimization of High-Performance Multipliers and Multiply-Accumulators.
CoRR
Dongsheng Zuo, Jiadong Zhu, Chenglin Li, Yuzhe Ma
2024 J jnl
pNeurFill: Enhanced Neural Network Model-Based Dummy Filling Synthesis With Perimeter Adjustment.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Zhaoting Chen, Junzhe Cai, Changhao Yan, Zhaori Bi, Yuzhe Ma, Bei Yu, Wenchuang Walter Hu, Dian Zhou, Xuan Zeng
2023 J jnl
A GPU-Enabled Level-Set Method for Mask Optimization.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Ziyang Yu, Guojin Chen, Yuzhe Ma, Bei Yu
2023 — conf
ASAP: Accurate Synthesis Analysis and Prediction with Multi-Task Learning.
MLCAD
Yikang Ouyang, Sicheng Li, Dongsheng Zuo, Hanwei Fan, Yuzhe Ma
2023 J jnl
AdaOPC: A Self-Adaptive Mask Optimization Framework For Real Design Patterns.
CoRR
Wenqian Zhao, Xufeng Yao, Ziyang Yu, Guojin Chen, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2023 A* conf
Adversarial Attacks on Adversarial Bandits.
ICLR
Yuzhe Ma, Zhijin Zhou
2023 J jnl
Adversarial Attacks on Adversarial Bandits.
CoRR
Yuzhe Ma, Zhijin Zhou
2023 A* conf
ArchExplorer: Microarchitecture Exploration Via Bottleneck Analysis.
MICRO
Chen Bai, Jiayi Huang, Xuechao Wei, Yuzhe Ma, Sicheng Li, Hongzhong Zheng, Bei Yu, Yuan Xie
2023 J jnl
BadRL: Sparse Targeted Backdoor Attack Against Reinforcement Learning.
CoRR
Jing Cui, Yufei Han, Yuzhe Ma, Jianbin Jiao, Junge Zhang
2023 J jnl
CTM-SRAF: Continuous Transmission Mask-Based Constraint-Aware Subresolution Assist Feature Generation.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Ziyang Yu, Peiyu Liao, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2023 J jnl
DevelSet: Deep Neural Level Set for Instant Mask Optimization.
CoRR
Guojin Chen, Ziyang Yu, Hongduo Liu, Yuzhe Ma, Bei Yu
2023 J jnl
DevelSet: Deep Neural Level Set for Instant Mask Optimization.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Guojin Chen, Ziyang Yu, Hongduo Liu, Yuzhe Ma, Bei Yu
2023 A conf
Efficient Design Rule Checking with GPU Acceleration.
DATE
Wei Zhong, Zhenhua Feng, Zhuolun He, Weimin Wang, Yuzhe Ma, Bei Yu
2023 A* conf
OpenDRC: An Efficient Open-Source Design Rule Checking Engine with Hierarchical GPU Acceleration.
DAC
Zhuolun He, Yihang Zuo, Jiaxi Jiang, Haisheng Zheng, Yuzhe Ma, Bei Yu
2023 J jnl
PTPT: Physical Design Tool Parameter Tuning via Multi-Objective Bayesian Optimization.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Hao Geng, Tinghuan Chen, Yuzhe Ma, Binwu Zhu, Bei Yu
2023 A* conf
Physics-Informed Optical Kernel Regression Using Complex-valued Neural Fields.
DAC
Guojin Chen, Zehua Pei, Haoyu Yang, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2023 J jnl
Physics-Informed Optical Kernel Regression Using Complex-valued Neural Fields.
CoRR
Guojin Chen, Zehua Pei, Haoyu Yang, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2023 A* conf
RL-MUL: Multiplier Design Optimization with Deep Reinforcement Learning.
DAC
Dongsheng Zuo, Yikang Ouyang, Yuzhe Ma
2022 A conf
AdaOPC: A Self-Adaptive Mask Optimization Framework for Real Design Patterns.
ICCAD
Wenqian Zhao, Xufeng Yao, Ziyang Yu, Guojin Chen, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2022 J jnl
Adaptive Layout Decomposition With Graph Embedding Neural Networks.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Wei Li, Yuzhe Ma, Yibo Lin, Bei Yu
2022 J jnl
Analog Circuit Yield Optimization via Freeze-Thaw Bayesian Optimization Technique.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Xiaodong Wang, Changhao Yan, Yuzhe Ma, Bei Yu, Fan Yang, Dian Zhou, Xuan Zeng
2022 J jnl
DAMO: Deep Agile Mask Optimization for Full-Chip Scale.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Guojin Chen, Wanli Chen, Qi Sun, Yuzhe Ma, Haoyu Yang, Bei Yu
2022 J jnl
Deep Learning-Driven Simultaneous Layout Decomposition and Mask Optimization.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Wei Zhong, Shuxiang Hu, Yuzhe Ma, Haoyu Yang, Xiuyuan Ma, Bei Yu
2022 A* conf
Game Redesign in No-regret Game Playing.
IJCAI
Yuzhe Ma, Young Wu, Xiaojin Zhu
2022 J jnl
High-Speed Adder Design Space Exploration via Graph Neural Processes.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Hao Geng, Yuzhe Ma, Qi Xu, Jin Miao, Subhendu Roy, Bei Yu
2022 J jnl
Neural-ILT 2.0: Migrating ILT to Domain-Specific and Multitask-Enabled Neural Network.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Bentian Jiang, Lixin Liu, Yuzhe Ma, Bei Yu, Evangeline F. Y. Young
2022 J jnl
Rethinking Graph Neural Networks for the Graph Coloring Problem.
CoRR
Wei Li, Ruxuan Li, Yuzhe Ma, Siu On Chan, David Z. Pan, Bei Yu
2022 A conf
X-Check: CPU-Accelerated Design Rule Checking via Parallel Sweepline Algorithms.
ICCAD
Zhuolun He, Yuzhe Ma, Bei Yu
2021 A conf
A GPU-enabled Level Set Method for Mask Optimization.
DATE
Ziyang Yu, Guojin Chen, Yuzhe Ma, Bei Yu
2021 — conf
A New Missing Data Generation Method Based on An Improved DCGAN With Application to RUL Prediction.
CAA SAFEPROCESS
Shengfei Zhang, Tianmei Li, Xiaosheng Si, Changhua Hu, Hao Zhang, Yuzhe Ma
2021 A conf
BOOM-Explorer: RISC-V BOOM Microarchitecture Design Space Exploration Framework.
ICCAD
Chen Bai, Qi Sun, Jianwang Zhai, Yuzhe Ma, Bei Yu, Martin D. F. Wong
2021 A conf
DevelSet: Deep Neural Level Set for Instant Mask Optimization.
ICCAD
Guojin Chen, Ziyang Yu, Hongduo Liu, Yuzhe Ma, Bei Yu
2021 J jnl
Game Redesign in No-regret Game Playing.
CoRR
Yuzhe Ma, Young Wu, Xiaojin Zhu
2021 J jnl
Machine Learning for Electronic Design Automation: A Survey.
CoRR
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
2021 J jnl
Machine Learning for Electronic Design Automation: A Survey.
ACM Trans. Design Autom. Electr. Syst.
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
2021 A* conf
NeurFill: Migrating Full-Chip CMP Simulators to Neural Networks for Model-Based Dummy Filling Synthesis.
DAC
Junzhe Cai, Changhao Yan, Yuzhe Ma, Bei Yu, Dian Zhou, Xuan Zeng
2021 J jnl
OpenMPL: An Open-Source Layout Decomposer.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Wei Li, Yuzhe Ma, Qi Sun, Lu Zhang, Yibo Lin, Iris Hui-Ru Jiang, Bei Yu, David Z. Pan
2021 — conf
Physical Synthesis for Advanced Neural Network Processors.
ASP-DAC
Zhuolun He, Peiyu Liao, Siting Liu, Yuzhe Ma, Yibo Lin, Bei Yu
2021 A* conf
Sequential Attacks on Kalman Filter-based Forward Collision Warning Systems.
AAAI
Yuzhe Ma, Jon A. Sharp, Ruizhe Wang, Earlence Fernandes, Xiaojin Zhu
2021 — conf
Sneak circuit analysis considering component performance degradation under digital twin model.
CAA SAFEPROCESS
Yuzhe Ma, Tianmei Li, Xiaosheng Si, Changhua Hu, Shengfei Zhang, Hao Zhang
2021 A* conf
The Sample Complexity of Teaching by Reinforcement on Q-Learning.
AAAI
Xuezhou Zhang, Shubham Kumar Bharti, Yuzhe Ma, Adish Singla, Xiaojin Zhu
2021 — conf
TreeNet: Deep Point Cloud Embedding for Routing Tree Construction.
ASP-DAC
Wei Li, Yuxiao Qu, Gengjie Chen, Yuzhe Ma, Bei Yu
2021 B conf
Using Machine Teaching to Investigate Human Assumptions when Teaching Reinforcement Learners.
CogSci
Yun-Shiuan Chuang, Xuezhou Zhang, Yuzhe Ma, Mark K. Ho, Joseph L. Austerweil, Jerry Zhu
2021 J jnl
VLSI mask optimization: From shallow to deep learning.
Integr.
Haoyu Yang, Wei Zhong, Yuzhe Ma, Hao Geng, Ran Chen, Wanli Chen, Bei Yu
2020 J jnl
A Unified Framework for Simultaneous Layout Decomposition and Mask Optimization.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Yuzhe Ma, Wei Zhong, Shuxiang Hu, Jhih-Rong Gao, Jian Kuang, Jin Miao, Bei Yu
2020 A* conf
Adaptive Layout Decomposition with Graph Embedding Neural Networks.
DAC
Wei Li, Jialu Xia, Yuzhe Ma, Jialu Li, Yibo Lin, Bei Yu
2020 A* conf
Adaptive Reward-Poisoning Attacks against Reinforcement Learning.
ICML
Xuezhou Zhang, Yuzhe Ma, Adish Singla, Xiaojin Zhu
2020 J jnl
Adaptive Reward-Poisoning Attacks against Reinforcement Learning.
CoRR
Xuezhou Zhang, Yuzhe Ma, Adish Singla, Xiaojin Zhu
2020 J jnl
Adversarial Perturbation Attacks on ML-based CAD: A Case Study on CNN-based Lithographic Hotspot Detection.
ACM Trans. Design Autom. Electr. Syst.
Kang Liu, Haoyu Yang, Yuzhe Ma, Benjamin Tan, Bei Yu, Evangeline F. Y. Young, Ramesh Karri, Siddharth Garg
2020 A conf
DAMO: Deep Agile Mask Optimization for Full Chip Scale.
ICCAD
Guojin Chen, Wanli Chen, Yuzhe Ma, Haoyu Yang, Bei Yu
2020 J jnl
DAMO: Deep Agile Mask Optimization for Full Chip Scale.
CoRR
Guojin Chen, Wanli Chen, Yuzhe Ma, Haoyu Yang, Bei Yu
2020 A* conf
Deep Learning-Driven Simultaneous Layout Decomposition and Mask Optimization.
DAC
Wei Zhong, Shuxiang Hu, Yuzhe Ma, Haoyu Yang, Xiuyuan Ma, Bei Yu
2020 J jnl
GAN-OPC: Mask Optimization With Lithography-Guided Generative Adversarial Nets.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Haoyu Yang, Shuhe Li, Zihao Deng, Yuzhe Ma, Bei Yu, Evangeline F. Y. Young
2020 C conf
Learn to Floorplan through Acquisition of Effective Local Search Heuristics.
ICCD
Zhuolun He, Yuzhe Ma, Lu Zhang, Peiyu Liao, Ngai Wong, Bei Yu, Martin D. F. Wong
2020 J jnl
NHPP Testability Growth Model Considering Testability Growth Effort, Rectifying Delay, and Imperfect Correction.
IEEE Access
Tianmei Li, Xiaosheng Si, Zonghao Yang, Hong Pei, Yuzhe Ma
2020 A conf
Neural-ILT: Migrating ILT to Neural Networks for Mask Printability and Complexity Co-optimization.
ICCAD
Bentian Jiang, Lixin Liu, Yuzhe Ma, Hang Zhang, Bei Yu, Evangeline F. Y. Young
2020 J jnl
SRAF Insertion via Supervised Dictionary Learning.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Hao Geng, Wei Zhong, Haoyu Yang, Yuzhe Ma, Joydeep Mitra, Bei Yu
2020 J jnl
Sequential Attacks on Kalman Filter-based Forward Collision Warning Systems.
CoRR
Yuzhe Ma, Jon A. Sharp, Ruizhe Wang, Earlence Fernandes, Xiaojin Zhu
2020 A* conf
Task-agnostic Exploration in Reinforcement Learning.
NeurIPS
Xuezhou Zhang, Yuzhe Ma, Adish Singla
2020 J jnl
Task-agnostic Exploration in Reinforcement Learning.
CoRR
Xuezhou Zhang, Yuzhe Ma, Adish Singla
2020 J jnl
The Teaching Dimension of Q-learning.
CoRR
Xuezhou Zhang, Shubham Kumar Bharti, Yuzhe Ma, Adish Singla, Xiaojin Zhu
2020 — conf
Understanding Graphs in EDA: From Shallow to Deep Learning.
ISPD
Yuzhe Ma, Zhuolun He, Wei Li, Lu Zhang, Bei Yu
2020 J jnl
Using Machine Teaching to Investigate Human Assumptions when Teaching Reinforcement Learners.
CoRR
Yun-Shiuan Chuang, Xuezhou Zhang, Yuzhe Ma, Mark K. Ho, Joseph L. Austerweil, Xiaojin Zhu
2020 — conf
VLSI Mask Optimization: From Shallow To Deep Learning.
ASP-DAC
Haoyu Yang, Wei Zhong, Yuzhe Ma, Hao Geng, Ran Chen, Wanli Chen, Bei Yu
2019 B conf
A Unified Approximation Framework for Compressing and Accelerating Deep Neural Networks.
ICTAI
Yuzhe Ma, Ran Chen, Wei Li, Fanhua Shang, Wenjian Yu, Minsik Cho, Bei Yu
2019 J jnl
Are Adversarial Perturbations a Showstopper for ML-Based CAD? A Case Study on CNN-Based Lithographic Hotspot Detection.
CoRR
Kang Liu, Haoyu Yang, Yuzhe Ma, Benjamin Tan, Bei Yu, Evangeline F. Y. Young, Ramesh Karri, Siddharth Garg
2019 J jnl
CAD Tool Design Space Exploration via Bayesian Optimization.
CoRR
Yuzhe Ma, Ziyang Yu, Bei Yu
2019 B conf
Collaborative and Privacy-Preserving Machine Teaching via Consensus Optimization.
IJCNN
Yufei Han, Yuzhe Ma, Christopher Gates, Kevin A. Roundy, Yun Shen
2019 J jnl
Collaborative and Privacy-Preserving Machine Teaching via Consensus Optimization.
CoRR
Yufei Han, Yuzhe Ma, Christopher Gates, Kevin A. Roundy, Yun Shen
2019 J jnl
Cross-Layer Optimization for High Speed Adders: A Pareto Driven Machine Learning Approach.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Yuzhe Ma, Subhendu Roy, Jin Miao, Jiamin Chen, Bei Yu
2019 A* conf
Data Poisoning against Differentially-Private Learners: Attacks and Defenses.
IJCAI
Yuzhe Ma, Xiaojin Zhu, Justin Hsu
2019 J jnl
Data Poisoning against Differentially-Private Learners: Attacks and Defenses.
CoRR
Yuzhe Ma, Xiaojin Zhu, Justin Hsu
2019 A* conf
High Performance Graph Convolutional Networks with Applications in Testability Analysis.
DAC
Yuzhe Ma, Haoxing Ren, Brucek Khailany, Harbinder Sikka, Lijuan Luo, Karthikeyan Natarajan, Bei Yu
2019 J jnl
Layout Hotspot Detection With Feature Tensor Generation and Deep Biased Learning.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Haoyu Yang, Jing Su, Yi Zou, Yuzhe Ma, Bei Yu, Evangeline F. Y. Young
2019 — conf
OpenMPL: An Open Source Layout Decomposer: Invited Paper.
ASICON
Wei Li, Yuzhe Ma, Qi Sun, Yibo Lin, Iris Hui-Ru Jiang, Bei Yu, David Z. Pan
2019 A* conf
Policy Poisoning in Batch Reinforcement Learning and Control.
NeurIPS
Yuzhe Ma, Xuezhou Zhang, Wen Sun, Jerry Zhu
2019 J jnl
Policy Poisoning in Batch Reinforcement Learning and Control.
CoRR
Yuzhe Ma, Xuezhou Zhang, Wen Sun, Xiaojin Zhu
2019 J jnl
Recent advances in convolutional neural network acceleration.
Neurocomputing
Qianru Zhang, Meng Zhang, Tinghuan Chen, Zhifei Sun, Yuzhe Ma, Bei Yu
2019 — conf
SRAF insertion via supervised dictionary learning.
ASP-DAC
Hao Geng, Haoyu Yang, Yuzhe Ma, Joydeep Mitra, Bei Yu
2019 J jnl
VLSI Mask Optimization: From Shallow To Deep Learning.
CoRR
Haoyu Yang, Wei Zhong, Yuzhe Ma, Hao Geng, Ran Chen, Wanli Chen, Bei Yu
2018 J jnl
A Unified Approximation Framework for Deep Neural Networks.
CoRR
Yuzhe Ma, Ran Chen, Wei Li, Fanhua Shang, Wenjian Yu, Minsik Cho, Bei Yu
2018 A* conf
Adversarial Attacks on Stochastic Bandits.
NeurIPS
Kwang-Sung Jun, Lihong Li, Yuzhe Ma, Xiaojin (Jerry) Zhu
2018 J jnl
Adversarial Attacks on Stochastic Bandits.
CoRR
Kwang-Sung Jun, Lihong Li, Yuzhe Ma, Xiaojin Zhu
2018 J jnl
Cross-layer Optimization for High Speed Adders: A Pareto Driven Machine Learning Approach.
CoRR
Yuzhe Ma, Subhendu Roy, Jin Miao, Jiamin Chen, Bei Yu
2018 — conf
Data Poisoning Attacks in Contextual Bandits.
GameSec
Yuzhe Ma, Kwang-Sung Jun, Lihong Li, Xiaojin Zhu
2018 J jnl
Data Poisoning Attacks in Contextual Bandits.
CoRR
Yuzhe Ma, Kwang-Sung Jun, Lihong Li, Xiaojin Zhu
2018 A* conf
GAN-OPC: mask optimization with lithography-guided generative adversarial nets.
DAC
Haoyu Yang, Shuhe Li, Yuzhe Ma, Bei Yu, Evangeline F. Y. Young
2018 J jnl
Neighbourhood-preserving dimension reduction via localised multidimensional scaling.
Theor. Comput. Sci.
Yuzhe Ma, Kun He, John E. Hopcroft, Pan Shi
2018 J jnl
Recent Advances in Convolutional Neural Network Acceleration.
CoRR
Qianru Zhang, Meng Zhang, Tinghuan Chen, Zhifei Sun, Yuzhe Ma, Bei Yu
2018 J jnl
SD-PUF: Spliced Digital Physical Unclonable Function.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Jin Miao, Meng Li, Subhendu Roy, Yuzhe Ma, Bei Yu
2018 A conf
Teacher Improves Learning by Selecting a Training Subset.
AISTATS
Yuzhe Ma, Robert Nowak, Philippe Rigollet, Xuezhou Zhang, Xiaojin Zhu
2018 J jnl
Teacher Improves Learning by Selecting a Training Subset.
CoRR
Yuzhe Ma, Robert Nowak, Philippe Rigollet, Xuezhou Zhang, Xiaojin Zhu
2018 — conf
Training Set Camouflage.
GameSec
Ayon Sen, Scott Alfeld, Xuezhou Zhang, Ara Vartanian, Yuzhe Ma, Xiaojin Zhu
2018 J jnl
Training Set Camouflage.
CoRR
Ayon Sen, Scott Alfeld, Xuezhou Zhang, Ara Vartanian, Yuzhe Ma, Xiaojin Zhu
2017 A conf
A learning bridge from architectural synthesis to physical design for exploring power efficient high-performance adders.
ISLPED
Subhendu Roy, Yuzhe Ma, Jin Miao, Bei Yu
2017 A conf
A unified framework for simultaneous layout decomposition and mask optimization.
ICCAD
Yuzhe Ma, Jhih-Rong Gao, Jian Kuang, Jin Miao, Bei Yu
2017 A conf
Clock-aware ultrascale FPGA placement with machine learning routability prediction: (Invited paper).
ICCAD
Chak-Wa Pui, Gengjie Chen, Yuzhe Ma, Evangeline F. Y. Young, Bei Yu
2017 C conf
Methodologies for layout decomposition and mask optimization: A systematic review.
VLSI-SoC
Yuzhe Ma, Xuan Zeng, Bei Yu
2016 Misc conf
Nonlinear Dimension Reduction by Local Multidimensional Scaling.
FAW
Yuzhe Ma, Kun He, John E. Hopcroft, Pan Shi
2015 — conf
Bleeding detection in wireless capsule endoscopy based on MST clustering and SVM.
SiPS
Yi Xiong, Yiting Zhu, Zhiyong Pang, Yuzhe Ma, Dihu Chen, Xinying Wang