Publications
2026
CB-EVO: Contextual Bandit Tuning with Evolutionary Search for Logic Synthesis Multi-Programming Language Understanding
Fangzhou Liu, Wuqian Tang, Zehua Pei, Ziyang Yu, Haisheng Zheng, Zhuolun He, Mengjia Dai, Tinghuan Chen, Bei Yu
ACM Transactions on Design Automation of Electronic Systems (TODAES)
vol. 31, no. 06, pp. 119:1–119:26, 2026
[Paper]
CombRewriter: Enabling Combinational Logic Simplification in MLIR-Based Hardware Compiler
Haisheng Zheng, Zhuolun He, Shuo Yin, Yuzhe Ma, Bei Yu
IEEE/ACM Asian and South Pacific Design Automation Conference (ASP-DAC)
Hong Kong, Jan. 19–22, 2026
2025
On-Policy Optimization with Group Equivalent Preference for Multi-Programming Language Understanding
Haoyuan Wu, Rui Ming, Jilong Gao, Hangyu Zhao, Xueyi Chen, Yikai Yang, Haisheng Zheng, Zhuolun He, Bei Yu
Neural Information Processing Systems (NeurIPS)
San Diego, Dec. 2–7, 2025
MM-GRADE: A Multi-Modal EDA Tool Documentation QA Framework Leveraging Retrieval Augmented Generation
Yuan Pu, Zhuolun He, Shutong Lin, Jiajun Qin, Xinyun Zhang, Hairuo Han, Haisheng Zheng, Yuqi Jiang et al.
IEEE/ACM International Conference on Computer-Aided Design (ICCAD)
Munich, Germany, Oct. 26–30, 2025
Efficient OpAmp Adaptation for Zoom Attention to Golden Contexts
Haoyuan Wu†, Rui Ming†, Haisheng Zheng, Zhuolun He, Bei Yu
The Annual Meeting of the Association for Computational Linguistics (ACL)
Vienna, Jul. 27–Aug. 1, 2025
ChatLS: Multimodal Retrieval-Augmented Generation and Chain-of-Thought for Logic Synthesis Script Customization
Haisheng Zheng, Haoyuan Wu, Zhuolun He
ACM/IEEE Design Automation Conference (DAC)
San Francisco, CA, Jun. 22–25, 2025
Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation
Haoyuan Wu, Haisheng Zheng, Zhuolun He, Bei Yu
Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL)
Albuquerque, New Mexico, Apr. 30–May 4, 2025
Circuit Representation Learning with Masked Gate Modeling and Verilog-AIG Alignment
Haoyuan Wu†, Haisheng Zheng†, Yuan Pu, Bei Yu
The International Conference on Learning Representations (ICLR)
Singapore, Apr. 24–28, 2025
iRw: An Intelligent Rewriting
Haisheng Zheng, Haoyuan Wu, Zhuolun He, Yuzhe Ma, Bei Yu
IEEE/ACM Design, Automation and Test in Europe (DATE)
Lyon, France, Mar. 31–Apr. 2, 2025
IncreMacro: Incremental Macro Placement Refinement
Yuan Pu, Tinghuan Chen, Zhuolun He, Jiajun Qin, Chen Bai, Haisheng Zheng, Yibo Lin, Bei Yu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD)
vol. 44, no. 8, pp. 3222–3235, 2025
[Paper]
2024
Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General Tasks
Haoyuan Wu, Haisheng Zheng, Zhuolun He, Bei Yu
Empirical Methods in Natural Language Processing (EMNLP)
Miami, Florida, Nov. 12–16, 2024
[Paper] [Poster] [Code] [Hugging Face]
ChatEDA: A Large Language Model Powered Autonomous Agent for EDA
Haoyuan Wu†, Zhuolun He†, Xinyun Zhang, Xufeng Yao, Su Zheng, Haisheng Zheng, Bei Yu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD)
vol. 43, no. 10, pp. 3184–3197, 2024
CBTune: Contextual Bandit Tuning for Logic Synthesis
Fangzhou Liu, Zehua Pei, Ziyang Yu, Haisheng Zheng, Zhuolun He, Tinghuan Chen, Bei Yu
IEEE/ACM Design, Automation and Test in Europe (DATE)
Valencia, Spain, Mar. 25–27, 2024
IncreMacro: Incremental Macro Placement Refinement
Yuan Pu, Tinghuan Chen, Zhuolun He, Chen Bai, Haisheng Zheng, Yibo Lin, Bei Yu
ACM International Symposium on Physical Design (ISPD)
Taipei, Mar. 12–15, 2024
LSTP: A Logic Synthesis Timing Predictor
Haisheng Zheng, Zhuolun He, Fangzhou Liu, Zehua Pei, Bei Yu
IEEE/ACM Asian and South Pacific Design Automation Conference (ASP-DAC)
South Korea, Jan. 22–25, 2024
2023
AlphaSyn: Logic Synthesis Optimization with Efficient Monte Carlo Tree Search
Zehua Pei, Fangzhou Liu, Zhuolun He, Guojin Chen, Haisheng Zheng, Keren Zhu, Bei Yu
IEEE/ACM International Conference on Computer-Aided Design (ICCAD)
San Francisco, CA, Oct. 29–Nov. 2, 2023
ChatEDA: A Large Language Model Powered Autonomous Agent for EDA
Zhuolun He†, Haoyuan Wu†, Xinyun Zhang, Xufeng Yao, Su Zheng, Haisheng Zheng, Bei Yu
ACM/IEEE Workshop on Machine Learning for CAD (MLCAD)
Utah, Sep. 11–13, 2023
OpenDRC: An Efficient Open-Source Design Rule Checking Engine with Hierarchical GPU Acceleration
Zhuolun He, Yihang Zuo, Jiaxi Jiang, Haisheng Zheng, Yuzhe Ma, Bei Yu
ACM/IEEE Design Automation Conference (DAC)
San Francisco, CA, Jul. 9–13, 2023
A High-Performance Accelerator for Super-Resolution Processing on Embedded GPU
Wenqian Zhao, Yang Bai, Qi Sun, Wenbo Li, Haisheng Zheng, Nianjuan Jiang, Jiangbo Lu, Bei Yu, Martin Wong
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD)
vol. 42, no. 10, pp. 3210–3223, 2023
[Paper]
2022
GTuner: Tuning DNN Computations on GPU via Graph Attention Network
Qi Sun, Xinyun Zhang, Hao Geng, Yuxuan Zhao, Yang Bai, Haisheng Zheng, Bei Yu
ACM/IEEE Design Automation Conference (DAC)
San Francisco, CA, Jul. 10–14, 2022
2021
A High-Performance Accelerator for Super-Resolution Processing on Embedded GPU
Wenqian Zhao, Qi Sun, Yang Bai, Wenbo Li, Haisheng Zheng, Bei Yu, Martin Wong
IEEE/ACM International Conference on Computer-Aided Design (ICCAD)
Online, Nov. 1–4, 2021
Last updated August 2026