ChiPFormer: Transferable Chip Placement via Offline Decision Transformer

26 June 2023

Jianye Hao

Papers citing "ChiPFormer: Transferable Chip Placement via Offline Decision Transformer"

31 / 31 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
Hardware Design and Security Needs Attention: From Survey to Path Forward Sujan Ghimire Muhtasim Alam Chowdhury B. S. Latibari M. Mamun Jaeden Wolf Carpenter Benjamin Tan Hammond Pearce Pratik Satam Soheil Salehi 3DV 48 0 0 11 Apr 2025
Positive-Unlabeled Diffusion Models for Preventing Sensitive Data Generation Hiroshi Takahashi Tomoharu Iwata Atsutoshi Kumagai Yuuki Yamanaka Tomoya Yamashita DiffM 65 0 0 05 Mar 2025
GNN-DT: Graph Neural Network Enhanced Decision Transformer for Efficient Optimization in Dynamic Environments Stavros Orfanoudakis Nanda Kishor Panda Peter Palensky Pedro P. Vergara AI4CE 66 0 0 03 Feb 2025
AnalogXpert: Automating Analog Topology Synthesis by Incorporating Circuit Design Expertise into Large Language Models Haoyi Zhang Shizhao Sun Yibo Lin Runsheng Wang Jiang Bian 57 0 0 31 Dec 2024
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
P-MOSS: Learned Scheduling For Indexes Over NUMA Servers Using Low-Level Hardware Statistics Yeasir Rayhan Walid G. Aref 35 0 0 05 Nov 2024
Decision Transformer for Enhancing Neural Local Search on the Job Shop Scheduling Problem Constantin Waubert de Puiseau Fabian Wolz Merlin Montag Jannik Peters Hasan Tercan Tobias Meisen 39 0 0 04 Sep 2024
INSIGHT: Universal Neural Simulator for Analog Circuits Harnessing Autoregressive Transformers Souradip Poddar Youngmin Oh Yao Lai Hanqing Zhu Bosun Hwang David Z. Pan 27 2 0 10 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 31 0 0 15 Jun 2024
LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation Guojin Chen Keren Zhu Seunggeun Kim Hanqing Zhu Yao Lai Bei Yu David Z. Pan 34 7 0 07 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
AnalogCoder: Analog Circuit Design via Training-Free Code Generation Yao Lai Sungyoung Lee Guojin Chen Souradip Poddar Mengkang Hu Yao Lai Ping Luo 46 31 0 23 May 2024
DIDI: Diffusion-Guided Diversity for Offline Behavioral Generation Jinxin Liu Xinghong Guo Zifeng Zhuang Donglin Wang DiffM OffRL 52 2 0 23 May 2024
Scalable and Effective Arithmetic Tree Generation for Adder and Multiplier Designs Yao Lai Jinxin Liu Yao Lai Ping Luo 38 5 0 10 May 2024
FloorSet -- a VLSI Floorplanning Dataset with Design Constraints of Real-World SoCs Uday Mallappa Hesham Mostafa Mikhail Galkin Mariano Phielipp Somdeb Majumdar 3DV 22 1 0 09 May 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
Retrieval-Guided Reinforcement Learning for Boolean Circuit Minimization A. B. Chowdhury Marco Romanelli Benjamin Tan Ramesh Karri Siddharth Garg 67 7 0 22 Jan 2024
Offline Imitation Learning with Variational Counterfactual Reasoning Bowei He Zexu Sun Jinxin Liu Shuai Zhang Xu Chen Chen Ma OffRL 31 9 0 07 Oct 2023
A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design Zhihai Wang Lei Chen Jie Wang Xing Li Yinqi Bai Xijun Li M. Yuan Jianye Hao Yongdong Zhang Feng Wu 31 7 0 22 Aug 2023
Macro Placement by Wire-Mask-Guided Black-Box Optimization Yunqi Shi Ke Xue Lei Song Chaojun Qian 24 11 0 29 Jun 2023
CEIL: Generalized Contextual Imitation Learning Jinxin Liu Li He Yachen Kang Zifeng Zhuang Donglin Wang Huazhe Xu 39 17 0 26 Jun 2023
Design from Policies: Conservative Test-Time Adaptation for Offline Policy Optimization Jinxin Liu Hongyin Zhang Zifeng Zhuang Yachen Kang Donglin Wang Bin Wang OffRL 44 8 0 26 Jun 2023
CLUE: Calibrated Latent Guidance for Offline Reinforcement Learning Jinxin Liu Lipeng Zu Li He Donglin Wang OffRL 45 8 0 23 Jun 2023
Beyond OOD State Actions: Supported Cross-Domain Offline Reinforcement Learning Jinxin Liu Ziqi Zhang Zhenyu Wei Zifeng Zhuang Yachen Kang Sibo Gai Donglin Wang OffRL 33 16 0 22 Jun 2023
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,963 0 04 May 2020