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Software development is a complex, multi-phase process traditionally requiring collaboration among individuals with diverse expertise. We propose AgentMesh, a Python-based framework that uses multiple cooperating LLM-powered agents to…

软件工程 · 计算机科学 2025-07-29 Sourena Khanzadeh

Artificial intelligence (AI) techniques are transforming analog circuit design by automating device-level tuning and enabling system-level co-optimization. This paper integrates two approaches: (1) AI-assisted transistor sizing using…

硬件体系结构 · 计算机科学 2025-05-09 Jinhai Hu , Wang Ling Goh , Yuan Gao

In modern engineering practice, human engineers collaborate in specialized teams to design complex products, with each expert completing their respective tasks while communicating and exchanging results and data with one another. While this…

人工智能 · 计算机科学 2025-11-04 Ran Xu , Yupeng Qi , Jingsen Feng , Xu Chu

Automating analog and radio-frequency (RF) circuit design using machine learning (ML) significantly reduces the time and effort required for parameter optimization. This study explores supervised ML-based approaches for designing circuit…

机器学习 · 计算机科学 2025-01-22 Asal Mehradfar , Xuzhe Zhao , Yue Niu , Sara Babakniya , Mahdi Alesheikh , Hamidreza Aghasi , Salman Avestimehr

Topology optimization can generate efficient structures, but designers often must manually translate qualitative intent, such as desired visual style, product experience, or manufacturability into solver settings that are not directly tied…

人工智能 · 计算机科学 2026-05-22 Isabella A. Stewart , Hongrui Chen , Faez Ahmed

Drug discovery is a complex, multi-step pipeline that remains heavily dependent on manual, experience-driven operations; meanwhile, existing customized artificial intelligence tools are fragmented across web applications, desktop software,…

生物大分子 · 定量生物学 2026-03-03 Qihua Pan , Dong Xu , Qianwei Yang , Jenna Xinyi Yao , Sisi Yuan , Zexuan Zhu , Jianqiang Li , Junkai Ji

Automated metasurface design is increasingly important, and recent advances in language-model systems are opening a route toward agentic optical design. Yet modern metasurface applications, from metalenses and holography to optical…

光学 · 物理学 2026-05-25 Bei Wu , Bo Xiong , Haiyao Luo , Yaqi Li , Li Zhang , Qiaolu Chen , Hongsheng Chen , Yihao Yang

The design of alloys is a multi-scale problem that requires a holistic approach that involves retrieving relevant knowledge, applying advanced computational methods, conducting experimental validations, and analyzing the results, a process…

人工智能 · 计算机科学 2024-07-16 Alireza Ghafarollahi , Markus J. Buehler

The aerodynamic design of turbomachinery is a complex and tightly coupled multi-stage process involving geometry generation, performance prediction, optimization, and high-fidelity physical validation. Existing intelligent design approaches…

人工智能 · 计算机科学 2026-04-10 Juan Du , Yueteng Wu , Pan Zhao , Yuze Liu , Min Zhang , Xiaobin Xu , Xinglong Zhang

We propose a machine learning-driven optimisation framework for analog circuit design in this paper. The primary objective is to determine the device sizes for the optimal performance of analog circuits for a given set of specifications.…

神经与进化计算 · 计算机科学 2024-12-16 Ria Rashid , Komala Krishna , Clint Pazhayidam George , Nandakumar Nambath

Multi-agent systems, where multiple agents (generative AI models + tools) collaborate, are emerging as an effective pattern for solving long-running, complex tasks in numerous domains. However, specifying their parameters (such as models,…

软件工程 · 计算机科学 2024-08-29 Victor Dibia , Jingya Chen , Gagan Bansal , Suff Syed , Adam Fourney , Erkang Zhu , Chi Wang , Saleema Amershi

Recent advances in AI and ML have transformed data science, yet increasing complexity and expertise requirements continue to hinder progress. Although crowd-sourcing platforms alleviate some challenges, high-level machine learning…

Analog/mixed-signal circuit design is one of the most complex and time-consuming stages in the whole chip design process. Due to various process, voltage, and temperature (PVT) variations from chip manufacturing, analog circuits inevitably…

新兴技术 · 计算机科学 2022-07-15 Wei Shi , Hanrui Wang , Jiaqi Gu , Mingjie Liu , David Pan , Song Han , Nan Sun

MetaDesigner introduces a transformative framework for artistic typography synthesis, powered by Large Language Models (LLMs) and grounded in a user-centric design paradigm. Its foundation is a multi-agent system comprising the Pipeline,…

The massive and large-scale design of foundational semiconductor integrated circuits (ICs) is crucial to sustaining the advancement of many emerging and future technologies, such as generative AI, 5G/6G, and quantum computing. Excitingly,…

机器学习 · 计算机科学 2025-03-04 Jian Gao , Weidong Cao , Junyi Yang , Xuan Zhang

Analog and mixed-signal (AMS) integrated circuits (ICs) lie at the core of modern computing and communications systems. However, despite the continued rise in design complexity, advances in AMS automation remain limited. This reflects the…

机器学习 · 计算机科学 2026-02-16 Felicia B. Guo , Ken T. Ho , Andrei Vladimirescu , Borivoje Nikolic

The design automation of analog circuits is a longstanding challenge in the integrated circuit field. This paper presents a deep reinforcement learning method to expedite the design of analog circuits at the pre-layout stage, where the goal…

机器学习 · 计算机科学 2022-03-01 Weidong Cao , Mouhacine Benosman , Xuan Zhang , Rui Ma

Roll-to-roll manufacturing requires precise tension and velocity control to ensure product quality, yet controller commissioning and adaptation remain time-intensive processes dependent on expert knowledge. This paper presents an…

系统与控制 · 电气工程与系统科学 2026-03-10 Jiachen Li , Shihao Li , Christopher Martin , Zijun Chen , Dongmei Chen , Wei Li

Due to the growing complexity of modern Integrated Circuits (ICs), automating hardware design can prevent a significant amount of human error from the engineering process and result in less errors. Verilog is a popular hardware description…

人工智能 · 计算机科学 2025-03-06 Chia-Tung Ho , Haoxing Ren , Brucek Khailany

Large language models (LLMs) have enabled agent-based systems that aim to automate scientific research workflows. Most existing approaches focus on fully autonomous discovery, where AI systems generate research ideas, conduct analyses, and…

人工智能 · 计算机科学 2026-03-10 Chen Zhu , Xiaolu Wang