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Analog circuits are crucial in modern electronic systems, and automating their design has attracted significant research interest. One of major challenges is topology synthesis, which determines circuit components and their connections.…

Hardware Architecture · Computer Science 2025-06-17 Haoyi Zhang , Shizhao Sun , Yibo Lin , Runsheng Wang , Jiang Bian

Open-source EDA tools are rapidly advancing, fostering collaboration, innovation, and knowledge sharing within the EDA community. However, the growing complexity of these tools, characterized by numerous design parameters and heuristics,…

Hardware Architecture · Computer Science 2024-08-29 Zesong Jiang , Qing Zhang , Cheng Liu , Long Cheng , Huawei Li , Xiaowei Li

The gap between abstraction levels in analog design is a major obstacle for advancing analog and mixed-signal (AMS) design automation and computer-aided design (CAD). Intelligent models for low-level analog building blocks are needed to…

Signal Processing · Electrical Eng. & Systems 2019-07-03 Saraju P. Mohanty , Elias Kougianos

The electronic design automation (EDA) community has been actively exploring machine learning (ML) for very large-scale integrated computer-aided design (VLSI CAD). Many studies explored learning-based techniques for cross-stage prediction…

Machine Learning · Computer Science 2022-09-02 Zhuomin Chai , Yuxiang Zhao , Yibo Lin , Wei Liu , Runsheng Wang , Ru Huang

The electronic design automation of analog circuits has been a longstanding challenge in the integrated circuit field due to the huge design space and complex design trade-offs among circuit specifications. In the past decades, intensive…

Machine Learning · Computer Science 2024-02-12 Zehao Dong , Weidong Cao , Muhan Zhang , Dacheng Tao , Yixin Chen , Xuan Zhang

Much of the present-day Artificial Intelligence (AI) utilizes artificial neural networks, which are sophisticated computational models designed to recognize patterns and solve complex problems by learning from data. However, a major…

Machine Learning · Computer Science 2024-06-21 Aditya Datar , Pramit Saha

Reliability has become an increasing concern in modern computing. Integrated circuits (ICs) are the backbone of modern computing devices across industries, including artificial intelligence (AI), consumer electronics, healthcare,…

Systems and Control · Electrical Eng. & Systems 2025-03-28 Shaik Jani Babu , Fan Hu , Linyu Zhu , Sonal Singhal , Xinfei Guo

In the realm of ASIC engineering, the landscape has been significantly reshaped by the rapid development of LLM, paralleled by an increase in the complexity of modern digital circuits. This complexity has escalated the requirements for HDL…

Hardware Architecture · Computer Science 2024-03-22 Emil Goh , Maoyang Xiang , I-Chyn Wey , T. Hui Teo

With the increased attention to memristive-based in-memory analog computing (IMAC) architectures as an alternative for energy-hungry computer systems for machine learning applications, a tool that enables exploring their device- and…

Emerging Technologies · Computer Science 2023-06-14 Md Hasibul Amin , Mohammed E. Elbtity , Ramtin Zand

In-memory-computing is emerging as an efficient hardware paradigm for deep neural network accelerators at the edge, enabling to break the memory wall and exploit massive computational parallelism. Two design models have surged: analog…

Hardware Architecture · Computer Science 2023-05-31 Pouya Houshmand , Jiacong Sun , Marian Verhelst

The design of Analog and Mixed-Signal (AMS) integrated circuits (ICs) often involves significant manual effort, especially during the transistor sizing process. While Machine Learning techniques in Electronic Design Automation (EDA) have…

Machine Learning · Computer Science 2025-12-23 Chang Liu , Danial Chitnis

The rapid progress in quantum computing (QC) and machine learning (ML) has attracted growing attention, prompting extensive research into quantum machine learning (QML) algorithms to solve diverse and complex problems. Designing…

Quantum Physics · Physics 2025-01-13 Samuel Yen-Chi Chen , Huan-Hsin Tseng , Hsin-Yi Lin , Shinjae Yoo

Within the Electronic Design Automation (EDA) domain, AI-driven solutions have emerged as formidable tools, yet they typically augment rather than redefine existing methodologies. These solutions often repurpose deep learning models from…

Scalability is a major issue for Internet of Things (IoT) as the total amount of traffic data collected and/or the number of sensors deployed grow. In some IoT applications such as healthcare, power consumption is also a key design factor…

Signal Processing · Electrical Eng. & Systems 2019-07-02 Xueyuan Zhao , Vidyasagar Sadhu , Dario Pompili

The field of integrated circuit (IC) design is highly specialized, presenting significant barriers to entry and research and development challenges. Although large language models (LLMs) have achieved remarkable success in various domains,…

Chiplet architectures are on the rise as they promise to overcome the scaling challenges of monolithic chips. A key component of such architectures is an efficient inter-chiplet interconnect (ICI). The ICI design space is huge as there are…

Hardware Architecture · Computer Science 2025-03-19 Patrick Iff , Benigna Bruggmann , Blaise Morel , Maciej Besta , Luca Benini , Torsten Hoefler

Circuit discovery has recently attracted attention as a potential research direction to explain the non-trivial behaviors of language models. It aims to find the computational subgraphs, also known as circuits, within the model that are…

Machine Learning · Computer Science 2026-02-27 Tian Bian , Yifan Niu , Chaohao Yuan , Chengzhi Piao , Bingzhe Wu , Long-Kai Huang , Yu Rong , Tingyang Xu , Hong Cheng , Jia Li

Printed-Circuit-board (PCB) footprint geometry labeling of integrated circuits (IC) is essential in defining the physical interface between components and the PCB layout, requiring exceptional visual perception proficiency. However, due to…

Computer Vision and Pattern Recognition · Computer Science 2025-08-07 Yida Wang , Taiting Lu , Runze Liu , Lanqing Yang , Yifan Yang , Zhe Chen , Yuehai Wang , Yixin Liu , Kaiyuan Lin , Xiaomeng Chen , Dian Ding , Yijie Li , Yi-Chao Chen , Yincheng Jin , Mahanth Gowda

Control Systems, particularly closed-loop control systems (CLCS), are frequently used in production machines, vehicles, and robots nowadays. CLCS are needed to actively align actual values of a process to a given reference or set values in…

Systems and Control · Electrical Eng. & Systems 2022-06-23 Julius Schöning , Adrian Riechmann , Hans-Jürgen Pfisterer

In this paper, we propose AnalogSeeker, an effort toward an open-source foundation language model for analog circuit design, with the aim of integrating domain knowledge and giving design assistance. To overcome the scarcity of data in this…

Hardware Architecture · Computer Science 2025-11-06 Zihao Chen , Ji Zhuang , Jinyi Shen , Xiaoyue Ke , Xinyi Yang , Mingjie Zhou , Zhuoyao Du , Xu Yan , Zhouyang Wu , Zhenyu Xu , Jiangli Huang , Li Shang , Xuan Zeng , Fan Yang