RTL++: Graph-enhanced LLM for RTL Code Generation

11 May 2025

Papers citing "RTL++: Graph-enhanced LLM for RTL Code Generation"

31 / 31 papers shown

Title
LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware Nowfel Mashnoor Mohammad Akyash Hadi M Kamali Kimia Azar 54 2 0 09 Apr 2025
MAGE: A Multi-Agent Engine for Automated RTL Code Generation Yujie Zhao Hejia Zhang Hanxian Huang Zhongming Yu Jishen Zhao 94 13 0 10 Dec 2024
CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code Repair Mingjie Liu Yun-Da Tsai Wenfei Zhou Haoxing Ren SyDa 3DV 111 17 0 19 Sep 2024
CodeGraph: Enhancing Graph Reasoning of LLMs with Code Qiaolong Cai Zhaowei Wang Shizhe Diao James Kwok Yangqiu Song LRM 105 4 0 25 Aug 2024
Revisiting VerilogEval: A Year of Improvements in Large-Language Models for Hardware Code Generation N. Pinckney Christopher Batten Mingjie Liu Haoxing Ren Brucek Khailany ELM VLM 60 10 0 20 Aug 2024
OriGen:Enhancing RTL Code Generation with Code-to-Code Augmentation and Self-Reflection Fan Cui Chenyang Yin Kexing Zhou You-lin Xiao Guangyu Sun ... Demin Song Dahua Lin Xingcheng Zhang Yun Yun Liang 89 28 0 23 Jul 2024
AutoVCoder: A Systematic Framework for Automated Verilog Code Generation using LLMs Mingzhe Gao Jieru Zhao Zhe Lin Wenchao Ding Xiaofeng Hou Yu Feng Chao Li Minyi Guo OffRL 67 17 0 21 Jul 2024
Self-HWDebug: Automation of LLM Self-Instructing for Hardware Security Verification Mohammad Akyash Hadi M Kamali 66 9 0 20 May 2024
Evolutionary Large Language Models for Hardware Security: A Comparative Survey Mohammad Akyash Hadi M Kamali 51 12 0 25 Apr 2024
Data is all you need: Finetuning LLMs for Chip Design via an Automated design-data augmentation framework Kaiyan Chang Kun Wang Nan Yang Ying Wang Dantong Jin ... Mengdi Wang Shengwen Liang Yinhe Han Huawei Li Xiaowei Li 61 40 0 17 Mar 2024
GraphInstruct: Empowering Large Language Models with Graph Understanding and Reasoning Capability Zihan Luo Xiran Song Hong Huang Jianxun Lian Chenhao Zhang Jinqi Jiang Xing Xie LRM 70 22 0 07 Mar 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He Yijun Tian Yifei Sun Nitesh Chawla T. Laurent Yann LeCun Xavier Bresson Bryan Hooi RALM 154 94 0 12 Feb 2024
Let Your Graph Do the Talking: Encoding Structured Data for LLMs Bryan Perozzi Bahare Fatemi Dustin Zelle Anton Tsitsulin Mehran Kazemi Rami Al-Rfou Jonathan J. Halcrow GNN 60 69 0 08 Feb 2024
BetterV: Controlled Verilog Generation with Discriminative Guidance Zehua Pei Hui-Ling Zhen Mingxuan Yuan Yu Huang Bei Yu 81 71 0 03 Feb 2024
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence Daya Guo Qihao Zhu Dejian Yang Zhenda Xie Kai Dong ... Yu-Huan Wu Yiming Li Fuli Luo Yingfei Xiong W. Liang ELM 120 791 0 25 Jan 2024
ChipNeMo: Domain-Adapted LLMs for Chip Design Mingjie Liu Teodor-Dumitru Ene Robert M. Kirby Chris Cheng N. Pinckney ... Pratik P Suthar Varun Tej Walker J. Turner Kaizhe Xu Haoxin Ren 122 163 0 31 Oct 2023
GraphLLM: Boosting Graph Reasoning Ability of Large Language Model Ziwei Chai Tianjie Zhang Liang Wu Kaiqiao Han Xiaohai Hu Xuanwen Huang Yang Yang AI4MH LRM 50 67 0 09 Oct 2023
Talk like a Graph: Encoding Graphs for Large Language Models Bahare Fatemi Jonathan J. Halcrow Bryan Perozzi AI4CE 78 113 0 06 Oct 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 109 237 0 02 Oct 2023
GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models Yonggan Fu Yongan Zhang Zhongzhi Yu Sixu Li Zhifan Ye Chaojian Li Cheng Wan Ying Lin 90 69 0 19 Sep 2023
VerilogEval: Evaluating Large Language Models for Verilog Code Generation Mingjie Liu N. Pinckney Brucek Khailany Haoxing Ren 83 183 0 14 Sep 2023
Code Llama: Open Foundation Models for Code Baptiste Rozière Jonas Gehring Fabian Gloeckle Sten Sootla Itai Gat ... Hugo Touvron Louis Martin Nicolas Usunier Thomas Scialom Gabriel Synnaeve ELM ALM 119 2,077 0 24 Aug 2023
RTLLM: An Open-Source Benchmark for Design RTL Generation with Large Language Model Yao Lu Shang Liu Qijun Zhang Zhiyao Xie LRM 62 118 0 10 Aug 2023
VeriGen: A Large Language Model for Verilog Code Generation Shailja Thakur Baleegh Ahmad Hammond Pearce Benjamin Tan Brendan Dolan-Gavitt Ramesh Karri S. Garg 97 168 0 28 Jul 2023
PaLM 2 Technical Report Rohan Anil Andrew M. Dai Orhan Firat Melvin Johnson Dmitry Lepikhin ... Ce Zheng Wei Zhou Denny Zhou Slav Petrov Yonghui Wu ReLM LRM 202 1,202 0 17 May 2023
CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis Erik Nijkamp Bo Pang Hiroaki Hayashi Lifu Tu Haiquan Wang Yingbo Zhou Silvio Savarese Caiming Xiong ELM 150 1,036 0 25 Mar 2022
Competition-Level Code Generation with AlphaCode Yujia Li David Choi Junyoung Chung Nate Kushman Julian Schrittwieser ... Esme Sutherland Robson Pushmeet Kohli Nando de Koray Kavukcuoglu Oriol Vinyals 143 1,413 0 08 Feb 2022
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 233 5,635 0 07 Jul 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 483 10,496 0 17 Jun 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 844 42,332 0 28 May 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 140 2,116 0 10 Feb 2020