Mingjie Liu

发表

Towards Area-Efficient Optical Neural Networks: An FFT-based Architecture

Jiaqi Gu, Ray T. Chen, David Z. Pan, 2020, 2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC).

Toward Silicon-Proven Detailed Routing for Analog and Mixed-Signal Circuits

Hao Chen, David Z. Pan, Xiyuan Tang, 2020, 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD).

S3DET: Detecting System Symmetry Constraints for Analog Circuits with Graph Similarity

Nan Sun, David Z. Pan, Biying Xu, 2020, 2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC).

Exploring Logic Optimizations with Reinforcement Learning and Graph Convolutional Network

David Z. Pan, Zheng Zhao, Mingjie Liu, 2020, MLCAD.

Closing the Design Loop: Bayesian Optimization Assisted Hierarchical Analog Layout Synthesis

David Z. Pan, Biying Xu, Xiyuan Tang, 2020, 2020 57th ACM/IEEE Design Automation Conference (DAC).

Toward Hardware-Efficient Optical Neural Networks: Beyond FFT Architecture via Joint Learnability

Ray T. Chen, David Z. Pan, Chenghao Feng, 2021, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Challenges and opportunities toward fully automated analog layout design

Hao Chen, David Z. Pan, Xiyuan Tang, 2020 .

Autonomous Lane Keeping System: Lane Detection, Tracking and Control on Embedded System

Chao Jiang, Changhao Piao, Zhen Lei, 2020 .

An Efficient Training Framework for Reversible Neural Architectures

Jiaqi Gu, David Z. Pan, Zixuan Jiang, 2020, ECCV.

MAGICAL: An Open- Source Fully Automated Analog IC Layout System from Netlist to GDSII

Hao Chen, David Z. Pan, Shaolan Li, 2020, IEEE Design & Test.

Deep Learning-Based Segmentation of Key Objects of Transmission Lines

Xiao Wang, Zhongjie Zhu, Mingjie Liu, 2020, ICEC.

Effective Analog/Mixed-Signal Circuit Placement Considering System Signal Flow

Hao Chen, David Z. Pan, Xiyuan Tang, 2020, 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD).

GeniusRoute: A New Analog Routing Paradigm Using Generative Neural Network Guidance

Nan Sun, David Z. Pan, Shaolan Li, 2019, 2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

Towards Decrypting the Art of Analog Layout: Placement Quality Prediction via Transfer Learning

David Z. Pan, Linxiao Shen, Xiyuan Tang, 2020, 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE).

MAGICAL: Toward Fully Automated Analog IC Layout Leveraging Human and Machine Intelligence: Invited Paper

Nan Sun, David Z. Pan, Shaolan Li, 2019, 2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

ELight: Enabling Efficient Photonic In-Memory Neurocomputing with Life Enhancement pdf

David Z. Pan, Chenghao Feng, Zixuan Jiang, 2021, 2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC).

Layout Symmetry Annotation for Analog Circuits with Graph Neural Networks

David Z. Pan, Yibo Lin, Mingjie Liu, 2021, 2021 26th Asia and South Pacific Design Automation Conference (ASP-DAC).

Parasitic-Aware Analog Circuit Sizing with Graph Neural Networks and Bayesian Optimization

David Z. Pan, Brucek Khailany, Haoxing Ren, 2021, 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE).

ADEPT: Automatic Differentiable DEsign of Photonic Tensor Cores pdf

David Z. Pan, Chenghao Feng, Zixuan Jiang, 2021, ArXiv.

Interactive Analog Layout Editing with Instant Placement Legalization

David Z. Pan, Yibo Lin, Mingjie Liu, 2021, 2021 58th ACM/IEEE Design Automation Conference (DAC).

SqueezeLight: Towards Scalable Optical Neural Networks with Multi-Operand Ring Resonators

Ray T. Chen, David Z. Pan, Chenghao Feng, 2021, 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE).

Towards Memory-Efficient Neural Networks via Multi-Level in situ Generation pdf

David Z. Pan, Chenghao Feng, Zixuan Jiang, 2021, 2021 IEEE/CVF International Conference on Computer Vision (ICCV).

Optimizer Fusion: Efficient Training with Better Locality and Parallelism pdf

David Z. Pan, Jiaqi Gu, Zixuan Jiang, 2021, ArXiv.

Universal Symmetry Constraint Extraction for Analog and Mixed-Signal Circuits with Graph Neural Networks

Nan Sun, David Z. Pan, Mingjie Liu, 2021, 2021 58th ACM/IEEE Design Automation Conference (DAC).