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Related papers: ALIGN: A System for Automating Analog Layout

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Analog and mixed-signal circuit design remains challenging due to the shortage of high-quality data and the difficulty of embedding domain knowledge into automated flows. Traditional black-box optimization achieves sampling efficiency but…

Machine Learning · Computer Science 2025-09-18 Ziming Wei , Zichen Kong , Yuan Wang , David Z. Pan , Xiyuan Tang

Analog Computing-in-Memory (ACIM) is an emerging architecture to perform efficient AI edge computing. However, current ACIM designs usually have unscalable topology and still heavily rely on manual efforts. These drawbacks limit the ACIM…

Hardware Architecture · Computer Science 2024-04-23 Haoyi Zhang , Jiahao Song , Xiaohan Gao , Xiyuan Tang , Yibo Lin , Runsheng Wang , Ru Huang

Masala-CHAI is a fully automated framework leveraging large language models (LLMs) to generate Simulation Programs with Integrated Circuit Emphasis (SPICE) netlists. It addresses a long-standing challenge in circuit design automation:…

Hardware Architecture · Computer Science 2025-03-25 Jitendra Bhandari , Vineet Bhat , Yuheng He , Hamed Rahmani , Siddharth Garg , Ramesh Karri

Machine learning models are advancing circuit design, particularly in analog circuits. They typically generate netlists that lack human interpretability. This is a problem as human designers heavily rely on the interpretability of circuit…

This paper proposes a novel generative adversarial layout refinement network for automated floorplan generation. Our architecture is an integration of a graph-constrained relational GAN and a conditional GAN, where a previously generated…

Computer Vision and Pattern Recognition · Computer Science 2021-03-04 Nelson Nauata , Sepidehsadat Hosseini , Kai-Hung Chang , Hang Chu , Chin-Yi Cheng , Yasutaka Furukawa

Analog and radio-frequency circuit design requires extensive exploration of both circuit topology and parameters to meet specific design criteria like power consumption and bandwidth. Designers must review state-of-the-art topology…

Hardware Architecture · Computer Science 2024-07-29 Asal Mehradfar , Xuzhe Zhao , Yue Niu , Sara Babakniya , Mahdi Alesheikh , Hamidreza Aghasi , Salman Avestimehr

RF/Analog design is essential for bridging digital technologies with real-world signals, ensuring the functionality and reliability of a wide range of electronic systems. However, analog design procedures are often intricate, time-consuming…

Artificial Intelligence · Computer Science 2025-06-05 Pin-Han Chen , Yu-Sheng Lin , Wei-Cheng Lee , Tin-Yu Leu , Po-Hsiang Hsu , Anjana Dissanayake , Sungjin Oh , Chinq-Shiun Chiu

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.…

Neural and Evolutionary Computing · Computer Science 2024-12-16 Ria Rashid , Komala Krishna , Clint Pazhayidam George , Nandakumar Nambath

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…

Artificial Intelligence · Computer Science 2025-03-06 Chia-Tung Ho , Haoxing Ren , Brucek Khailany

HAL is an open-source framework for gate-level netlist analysis, an integral step in hardware reverse engineering. It provides analysts with an interactive GUI, an extensible plugin system, and APIs in both C++ and Python for rapid…

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…

Emerging Technologies · Computer Science 2022-07-15 Wei Shi , Hanrui Wang , Jiaqi Gu , Mingjie Liu , David Pan , Song Han , Nan Sun

AI assistants can now carry out tasks for users by directly interacting with website UIs. Current semantic parsing and slot-filling techniques cannot flexibly adapt to many different websites without being constantly re-trained. We propose…

Computation and Language · Computer Science 2021-04-15 Sahisnu Mazumder , Oriana Riva

This article describes a fully automated, credible autocoding chain for control systems. The framework generates code, along with guarantees of high level functional properties which can be independently verified. It relies on domain…

Systems and Control · Computer Science 2013-08-27 Timothy Wang , Romain Jobredeaux , Heber Herencia , Pierre-Loic Garoche , Arnaud Dieumegard , Eric Feron , Marc Pantel

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

Diverse computing paradigms have emerged to meet the growing needs for intelligent energy-efficient systems. The Margin Propagation (MP) framework, being one such initiative in the analog computing domain, stands out due to its scalability…

Systems and Control · Electrical Eng. & Systems 2024-10-31 Ankita Nandi , Krishil Gandhi , Mahendra Pratap Singh , Shantanu Chakrabartty , Chetan Singh Thakur

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 2025-09-03 Chang Liu , Emmanuel A. Olowe , Danial Chitnis

Simulink is a graphical environment that is widely adapted for the modeling and the Laplace transform based analysis of linear analog circuits used in signal processing architectures. However, due to the involvement of the numerical…

Logic in Computer Science · Computer Science 2020-01-22 Adnan Rashid , Ayesha Gauhar , Osman Hasan

LEARN is a layout-aware diffusion framework designed to generate pedagogically aligned illustrations for STEM education. It leverages a curated BookCover dataset that provides narrative layouts and structured visual cues, enabling the model…

Computer Vision and Pattern Recognition · Computer Science 2025-08-18 Maoquan Zhang , Bisser Raytchev , Xiujuan Sun

A set of analog electronics boards for serial readout of silicon strip sensors was fabricated. A commercially available amplifier is mounted on a homemade hybrid board in order to receive analog signals from silicon strip sensors. Also,…

Instrumentation and Detectors · Physics 2007-05-23 E. Won , J. H. Choi , H. Ha , H. J. Hyun , H. J. Kim , H. Park

Layout is important for graphic design and scene generation. We propose a novel Generative Adversarial Network, called LayoutGAN, that synthesizes layouts by modeling geometric relations of different types of 2D elements. The generator of…

Computer Vision and Pattern Recognition · Computer Science 2019-01-23 Jianan Li , Jimei Yang , Aaron Hertzmann , Jianming Zhang , Tingfa Xu