ChatPattern: Layout Pattern Customization via Natural Language
Zixiao Wang, Yunheng Shen, Xufeng Yao, Wenqian Zhao, Yang Bai, Farzan Farnia, Bei Yu
摘要
Existing works focus on fixed-size layout pattern generation, while the more practical free-size pattern generation receives limited attention. In this paper, we propose ChatPattern, a novel Large-Language-Model (LLM) powered framework for flexible pattern customization. ChatPattern utilizes a two-part system featuring an expert LLM agent and a highly controllable layout pattern generator. The LLM agent can interpret natural language requirements and operate design tools to meet specified needs, while the generator excels in conditional layout generation, pattern modification, and memory-friendly patterns extension. Experiments on challenging pattern generation setting shows the ability of ChatPattern to synthesize high-quality large-scale patterns.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper2
- PatternPaint: Practical Layout Pattern Generation Using Diffusion-Based InpaintingGuanglei Zhou, Bhargav Korrapati, Gaurav Rajavendra Reddy, Chen-Chia Chang 等DAC 2025 · 被引用 1 次
- SDM-PEB: Spatial-Depthwise Mamba for Enhanced Post-Exposure Bake SimulationZiyang Yu, Peng Xu, Zixiao Wang, Binwu Zhu 等DAC 2025
它引用的顶会 Paper5
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 被引用 35,902 次
- Denoising Diffusion Implicit ModelsJiaming Song, Chenlin Meng, Stefano ErmonICLR 2021 · 被引用 11,743 次
- Structured Denoising Diffusion Models in Discrete State-SpacesJacob Austin, Daniel D. Johnson, Jonathan Ho, Daniel Tarlow 等NeurIPS 2021 · 被引用 2,256 次
- RePaint: Inpainting using Denoising Diffusion Probabilistic ModelsAndreas Lugmayr, Martin Danelljan, Andrés Romero, Fisher Yu 等CVPR 2022 · 被引用 1,425 次
- DiffPattern: Layout Pattern Generation via Discrete DiffusionZixiao Wang, Yunheng Shen, Wenqian Zhao, Yang Bai 等DAC 2023 · 被引用 15 次
相关 Paper
- ChatLS: Multimodal Retrieval-Augmented Generation and Chain-of-Thought for Logic Synthesis Script CustomizationHaisheng Zheng, Haoyuan Wu, Zhuolun HeDAC 2025
- LayoutPrompter: Awaken the Design Ability of Large Language ModelsJiawei Lin, Jiaqi Guo, Shizhao Sun, Zijiang Yang 等NeurIPS 2023 · 被引用 71 次
- CloChat: Understanding How People Customize, Interact, and Experience Personas in Large Language ModelsJuhye Ha, Hyeon Jeon, DaEun Han, Jinwook Seo 等CHI 2024 · 被引用 66 次
- Assemble Your Crew: Automatic Multi-agent Communication Topology Design via Autoregressive Graph GenerationShiyuan Li, Yixin Liu, Qingsong Wen, Chengqi Zhang 等AAAI 2026 · 被引用 29 次
- ChatHAP: A Chat-Based Haptic System for Designing Vibrations through ConversationChungman Lim, Kevin John, Gyungmin Jin, Hasti Seifi 等CHI 2025 · 被引用 13 次
