Publications | Research

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Circuits and VLSI Design

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2024

DRC-Coder: Automated DRC Checker Code Generation Using LLM Autonomous Agent

Chen-Chia Chang, Chia-Tung (Mark) Ho, Yaguang Li, Yiran Chen, Mark Haoxing Ren

VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool

Chia-Tung (Mark) Ho, Mark Haoxing Ren, Brucek Khailany

Large Language Model (LLM) for Standard Cell Layout Design Optimization

Chia-Tung (Mark) Ho, Mark Haoxing Ren

Best Paper Award

GL0AM: GPU Accelerated Gate Level Logic Simulator

Yanqing Zhang, Mark Haoxing Ren, Brucek Khailany

Learning to Compare Hardware Designs for High-Level Synthesis

Yunsheng Bai, Atefeh Sohrabizadeh, Zijian Ding, Rongjian Liang, Weikai Li, Ding Wang, Mark Haoxing Ren, Yizhou Sun, Jason Cong

A 0.190-pJ/bit 25.2-Gb/s/wire Inverter-Based AC-Coupled Transceiver for Short-Reach Die-to-Die Interfaces in 5-nm CMOS

Yoshinori Nishi, John W. Poulton, Xi Chen, Sanquan Song, Brian Zimmer, Walker Turner, Stephen Tell, Nikola Nedovic, John Wilson, William Dally, Tom Gray

BoolGebra: Attributed Graph-learning for Boolean Algebraic Manipulation

Yingjie Li, Anthony Agnesina, Yanqing Zhang, Mark Haoxing Ren, Cunxi Yu

Novel Transformer Model Based Clustering Method for Standard Cell Design Automation

Chia-Tung (Mark) Ho, Ajay Chandna, David Guan, Alvin Ho, Minsoo Kim, Yaguang Li, Mark Haoxing Ren

ISPD

Best Paper Award

MedPart: A Multi-Level Evolutionary Differentiable Hypergraph Partitioner

Rongjian Liang, Anthony Agnesina, Mark Haoxing Ren

GPU/ML-Enhanced Large Scale Global Routing Contest

Rongjian Liang, Anthony Agnesina, Wen-Hao Liu, Mark Haoxing Ren

2020

NVCell: Generate Standard Cell Layout in Advanced Technology Nodes with Reinforcement Learning

Mark Haoxing Ren, Matt Fojtik, Brucek Khailany

How Software Can "Chip In" to the IC Design Process: A Multidisciplinary Approach May Attract New Talent and Accelerate Innovation

Alicia Klinefelter

Opportunities for RTL and Gate Level Simulation using GPUs

Yanqing Zhang, Mark Haoxing Ren, Brucek Khailany

Accelerating Chip Design with Machine Learning

Brucek Khailany, Mark Haoxing Ren, Steve Dai, Saad Godil, Ben Keller, Robert Kirby, Alicia Klinefelter, Rangharajan Venkatesan, Yanqing Zhang, Bryan Catanzaro, William Dally

ParaGraph: Layout Parasitics and Device Parameter Prediction using Graph Neural Networks

Mark Haoxing Ren, George Kokai, Walker Turner, Ting-Sheng Ku

GRANNITE: Graph Neural Network Inference for Transferable Power Estimation

Yanqing Zhang, Mark Haoxing Ren, Brucek Khailany

DREAMPlace: Deep Learning Toolkit-Enabled GPU Acceleration for Modern VLSI Placement

Yibo Lin, Zixuan Jiang, Jiaqi Gu, Wuxi Li, Shounak Dhar, Mark Haoxing Ren, Brucek Khailany, David Z. Pan

2021 IEEE Transactions on Computer-Aided Design Donald O. Pederson Best Paper Award

Reference-Noise Compensation Scheme for Single- Ended Package-to-Package Links

Xi Chen, Nikola Nedovic, Stephen Tell, Sudhir Kudva, Brian Zimmer, Trey Greer, John Poulton, Sanquan Song, Walker Turner, John Wilson, Tom Gray

ABCDPlace: Accelerated Batch-based Concurrent Detailed Placement on Multi-threaded CPUs and GPUs

Yibo Lin, Wuxi Li, Jiaqi Gu, Mark Haoxing Ren, Brucek Khailany, David Z. Pan

A 0.32–128 TOPS, Scalable Multi-Chip-Module-Based Deep Neural Network Inference Accelerator With Ground-Referenced Signaling in 16 nm

Brian Zimmer, Rangharajan Venkatesan, Yakun Sophia Shao, Jason Clemons, Matt Fojtik, Ted Jiang, Ben Keller, Alicia Klinefelter, Nathaniel Pinckney, Priyanka Raina, Stephen Tell, Yanqing Zhang, William Dally, Joel Emer, Tom Gray, Steve Keckler, Brucek Khailany

JSSC 2020 Best Paper award

FIST: A Feature-Importance Sampling and Tree-Based Method for Automatic Design Flow Parameter Tuning

Zhiyao Xie, Guan-Qi Fang, Yu-Hung Huang, Mark Haoxing Ren, Yanqing Zhang, Brucek Khailany, Shao-Yun Fang, Jiang Hu, Yiran Chen, Erick Carvajal Barboza

PowerNet: Transferable Dynamic IR Drop Estimation via Maximum Convolutional Neural Network

Zhiyao Xie, Mark Haoxing Ren, Brucek Khailany, Ye Sheng, Santosh Santosh, Jiang Hu, Yiran Chen