Mingjie Liu

1. ChipNeMo: Domain-Adapted LLMs for Chip Design
   2023/10/31 by Mingjie Liu, Liu, Mingjie, Teodor-Dumitru Ene +83 · 2 voices · 39 citations
   Computer Science · #Digital Rights Management and Security
2. VerilogEval: Evaluating Large Language Models for Verilog Code Generation
   2023/09/14 by Mingjie Liu, Liu, Mingjie, Nathaniel Pinckney +5 · 61 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Natural Language Processing Techniques #Software Engineering (cs.SE) #Topic Modeling
3. ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models
   2025/05/30 by Mingjie Liu, Shizhe Diao, Liu, Mingjie +13 · 2 voices · 76 citations
   Computer Science · #Topic Modeling #Natural Language Processing Techniques
4. RTLFixer: Automatically Fixing RTL Syntax Errors with Large Language Models
   2023/11/28 by Yun-Da Tsai, Mingjie Liu, Tsai, Yun-Da +3 · 31 citations
   Computer Science · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
5. ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
   2025/11/26 by Hongjin Su, Shizhe Diao, Su, Hongjin +29 · 4 voices · 4 citations
   #cs.CL #cs.AI #cs.LG #cs.MA
6. Revisiting VerilogEval: A Year of Improvements in Large-Language Models for Hardware Code Generation
   2024/08/20 by Nathaniel Pinckney, Christopher Batten, Pinckney, Nathaniel +7 · 23 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Data Quality and Management #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Natural Language Processing Techniques #Topic Modeling
7. CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code Repair
   2024/09/19 by Mingjie Liu, Liu, Mingjie, Yun-Da Tsai +4 · 19 citations
   Computer Science · #Natural Language Processing Techniques #Topic Modeling #Speech Recognition and Synthesis
8. Reinforcement Learning Optimization for Large-Scale Learning: An Efficient and User-Friendly Scaling Library
   2025/06/06 by Weixun Wang, Wang, Weixun, Xiong, Shaopan +73 · 38 citations
   Computer Science · #Reinforcement Learning in Robotics #Machine Learning and Data Classification #Stochastic Gradient Optimization Techniques
9. Comprehensive Verilog Design Problems: A Next-Generation Benchmark Dataset for Evaluating Large Language Models and Agents on RTL Design and Verification
   2025/06/17 by Nathaniel Pinckney, Pinckney, Nathaniel, Chenhui Deng +13 · 2 voices · 8 citations
   Computer Science · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Natural Language Processing Techniques #cs.AR #cs.LG
10. Open Materials Generation with Stochastic Interpolants
    2025/02/04 by Philipp Hoellmer, Thomas Egg, Hoellmer, Philipp +25 · 9 citations
    Engineering · #Architecture and Computational Design #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci)
11. Delving into Effective Gradient Matching for Dataset Condensation
    2022/07/30 by Zixuan Jiang, Jiang, Zixuan, Jiaqi Gu +5 · 2 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Human Pose and Action Recognition
12. FVEval: Understanding Language Model Capabilities in Formal Verification of Digital Hardware
    2024/10/15 by Minwoo Kang, Kang, Minwoo, Mingjie Liu +7 · 4 citations
    Computer Science · #Formal Methods in Verification #Software Testing and Debugging Techniques #Model-Driven Software Engineering Techniques
13. Scaling Up RL: Unlocking Diverse Reasoning in LLMs via Prolonged Training
    2025/07/16 by Mingjie Liu, Shizhe Diao, Liu, Mingjie +40 · 12 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
14. Optimizer Fusion: Efficient Training with Better Locality and Parallelism
    2021/04/01 by Zixuan Jiang, Jiaqi Gu, Jiang, Zixuan +7 · 1 citation
    Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning and ELM #Mathematical Software (cs.MS)
15. Polar: Agentic RL on Any Harness at Scale
    2026/05/22 by Binfeng Xu, Hao Zhang, Shaokun Zhang +9 · 1 voice
    Computer Science · #cs.DC
16. ELight: Enabling Efficient Photonic In-Memory Neurocomputing with Life Enhancement
    2021/12/15 by Hanqing Zhu, Zhu, Hanqing, Jiaqi Gu +11 · 1 citation
    Computer Science · Engineering · #Neural Networks and Reservoir Computing #Optical Network Technologies #Advanced Memory and Neural Computing