On Joint Learning for Solving Placement and Routing in Chip Design

30 October 2021

Papers citing "On Joint Learning for Solving Placement and Routing in Chip Design"

27 / 27 papers shown

Title
Evolution of Optimization Algorithms for Global Placement via Large Language Models Xufeng Yao Jiaxi Jiang Yuxuan Zhao Peiyu Liao Yibo Lin Bei Yu 68 0 0 18 Apr 2025
The Power of Graph Signal Processing for Chip Placement Acceleration Yuhang Liu H. Zhou Jia Wang Fan Yang Xuan Zeng L. Shang GNN 57 1 0 24 Feb 2025
Reinforcement Learning Policy as Macro Regulator Rather than Macro Placer Ke Xue Ruo-Tong Chen Xi Lin Yunqi Shi Shixiong Kai Siyuan Xu Chao Qian OffRL 71 1 0 10 Dec 2024
Effective Analog ICs Floorplanning with Relational Graph Neural Networks and Reinforcement Learning Davide Basso Luca Bortolussi Mirjana Videnovic-Misic Husni M. Habal 60 1 0 20 Nov 2024
That Chip Has Sailed: A Critique of Unfounded Skepticism Around AI for Chip Design Anna Goldie Azalia Mirhoseini J. Dean 29 0 0 15 Nov 2024
Non-Overlapping Placement of Macro Cells based on Reinforcement Learning in Chip Design Tao Yu Peng Gao Fei Wang Ruyue Yuan 16 1 0 26 Jul 2024
Benchmarking End-To-End Performance of AI-Based Chip Placement Algorithms Zhihai Wang Zijie Geng Zhaojie Tu Jie Wang Yuxi Qian ... M. Yuan Jianye Hao Bin Li Yongdong Zhang Feng Wu 36 7 0 03 Jul 2024
Large Reasoning Models for 3D Floorplanning in EDA: Learning from Imperfections Fin Amin N. Rouf Tse-Han Pan Md. Kamal Ibn Shafi Paul D. Franzon 26 0 0 15 Jun 2024
RoutePlacer: An End-to-End Routability-Aware Placer with Graph Neural Network Yunbo Hou Haoran Ye Yingxue Zhang Siyuan Xu Guojie Song 32 1 0 04 Jun 2024
FPGA Divide-and-Conquer Placement using Deep Reinforcement Learning Shang Wang Deepak Ranganatha Sastry Mamillapalli Tianpei Yang Matthew E. Taylor 36 0 0 11 Apr 2024
PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling Ruizhe Zhong Junjie Ye Zhentao Tang Shixiong Kai Mingxuan Yuan Jianye Hao Junchi Yan 44 8 0 27 Feb 2024
Hardware Phi-1.5B: A Large Language Model Encodes Hardware Domain Specific Knowledge Weimin Fu Shijie Li Yifang Zhao Haocheng Ma R. Dutta Xuan Zhang Kaichen Yang Yier Jin Xiaolong Guo ALM 39 10 0 27 Jan 2024
LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation Ruizhe Zhong Xingbo Du Shixiong Kai Zhentao Tang Siyuan Xu Hui-Ling Zhen Jianye Hao Qiang Xu M. Yuan Junchi Yan 34 34 0 28 Dec 2023
Toward Reinforcement Learning-based Rectilinear Macro Placement Under Human Constraints Tuyen P. Le Hieu T. Nguyen Seungyeol Baek Taeyoun Kim Jungwoo Lee ... Hyunjin Kim Misu Jung Daehoon Kim Seokyong Lee Daewoo Choi 15 1 0 03 Nov 2023
RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark Federico Berto Chuanbo Hua Junyoung Park Laurin Luttmann Yining Ma ... Guojie Song Changhyun Kwon Kevin Tierney Lin Xie Jinkyoo Park OffRL 32 27 0 29 Jun 2023
Macro Placement by Wire-Mask-Guided Black-Box Optimization Yunqi Shi Ke Xue Lei Song Chaojun Qian 24 11 0 29 Jun 2023
ChiPFormer: Transferable Chip Placement via Offline Decision Transformer Yao Lai Jinxin Liu Zhentao Tang Bin Wang Jianye Hao Ping Luo OffRL 24 41 0 26 Jun 2023
SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations Qitian Wu Wen-Long Zhao Chenxiao Yang Hengrui Zhang Fan Nie Haitian Jiang Yatao Bian Junchi Yan AI4CE 35 78 0 19 Jun 2023
Hidden-Variables Genetic Algorithm for Variable-Size Design Space Optimal Layout Problems with Application to Aerospace Vehicles Juliette Gamot M. Balesdent A. Tremolet Romain Wuilbercq N. Melab El-Ghazali Talbi 16 14 0 21 Dec 2022
Graph Neural Networks: A Powerful and Versatile Tool for Advancing Design, Reliability, and Security of ICs Lilas Alrahis J. Knechtel Ozgur Sinanoglu GNN AI4CE 49 22 0 29 Nov 2022
MaskPlace: Fast Chip Placement via Reinforced Visual Representation Learning Yao Lai Yao Mu Ping Luo 19 45 0 24 Nov 2022
An Adversarial Active Sampling-based Data Augmentation Framework for Manufacturable Chip Design Mingjie Liu Haoyu Yang Zong-Yi Li K. Sastry S. Mukhopadhyay Selim Dogru Anima Anandkumar David Z. Pan Brucek Khailany Haoxing Ren 46 3 0 27 Oct 2022
Simulation-guided Beam Search for Neural Combinatorial Optimization Jinho Choo Yeong-Dae Kwon Jihoon Kim Jeongwoo Jae André Hottung Kevin Tierney Youngjune Gwon 30 65 0 13 Jul 2022
DevFormer: A Symmetric Transformer for Context-Aware Device Placement Haeyeon Kim Minsu Kim Federico Berto Joungho Kim Jinkyoo Park 57 14 0 26 May 2022
Routing and Placement of Macros using Deep Reinforcement Learning Mrinal Mathur 16 0 0 19 May 2022
Machine Learning Methods in Solving the Boolean Satisfiability Problem Wenxuan Guo Junchi Yan Hui-Ling Zhen Xijun Li M. Yuan Yaohui Jin NAI 19 33 0 02 Mar 2022
Towards Machine Learning for Placement and Routing in Chip Design: a Methodological Overview Junchi Yan Xia Lyu Ruoyu Cheng Yibo Lin 11 9 0 28 Feb 2022