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Logic Programming languages and combinational circuit synthesis tools share a common "combinatorial search over logic formulae" background. This paper attempts to reconnect the two fields with a fresh look at Prolog encodings for the…

Logic in Computer Science · Computer Science 2008-12-18 Paul Tarau , Brenda Luderman

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…

Hardware Architecture · Computer Science 2025-05-09 Jinhai Hu , Wang Ling Goh , Yuan Gao

Automated Verilog code synthesis poses significant challenges and typically demands expert oversight. Traditional high-level synthesis (HLS) methods often fail to scale for real-world designs. While large language models (LLMs) have…

Hardware Architecture · Computer Science 2025-06-03 Prithwish Basu Roy , Akashdeep Saha , Manaar Alam , Johann Knechtel , Michail Maniatakos , Ozgur Sinanoglu , Ramesh Karri

Recent advances in large language models have enabled developers to generate software by conversing with artificial intelligence systems rather than writing code directly. This paper introduces vibe coding, an emerging AI-native programming…

Software Engineering · Computer Science 2025-10-22 Vinay Bamil

This paper presents Idiolect, an open source (https://github.com/OpenASR/idiolect) IDE plugin for voice coding and a novel approach to building bots that allows for users to define custom commands on-the-fly. Unlike traditional chatbots,…

Software Engineering · Computer Science 2023-05-08 Breandan Considine , Nicholas Albion , Xujie Si

Despite their ability to aid developers in detecting potential defects early in the software development life cycle, static analysis tools often suffer from precision issues (i.e., high false positive rates of reported alarms). To improve…

Software Engineering · Computer Science 2024-01-22 Yuwei Zhang , Ying Xing , Ge Li , Zhi Jin

The paper addresses advancements in Generative Artificial Intelligence (GenAI) and digital chip design, highlighting the integration of Large Language Models (LLMs) in automating hardware description and design. LLMs, known for generating…

Hardware Architecture · Computer Science 2024-12-16 Aditya Patra , Saroj Rout , Arun Ravindran

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,…

Machine Learning · Computer Science 2025-03-04 Jian Gao , Weidong Cao , Junyi Yang , Xuan Zhang

Recent advances in Large Language Models (LLMs) have enabled workflows that generate SystemVerilog Assertions (SVAs) from natural-language specifications, with the potential to accelerate Formal Verification (FV). However, high-quality…

Artificial Intelligence · Computer Science 2026-05-08 Vaisakh Naduvodi Viswambharan , Keerthan Kopparam Radhakrishna , Deepak Narayan Gadde , Aman Kumar

Automating analog circuit design remains a longstanding challenge in Electronic Design Automation (EDA). While Transformer-based Large Language Models (LLMs) have revolutionized software code generation, their application to analog hardware…

Artificial Intelligence · Computer Science 2026-05-08 Md Touhidul Islam , Sujan Kumar Saha , Farimah Farahmandi , Mark Tehranipoor

Electronic Design Automation (EDA) tools are software applications used by engineers in the design, development, simulation, and verification of electronic systems and integrated circuits. These tools typically process specifications…

Hardware Architecture · Computer Science 2024-06-12 Rafael Sumitani , João Victor Amorim , Augusto Mafra , Mirlaine Crepalde , Fernando Magno Quintão Pereira

Recent advances in Large Language Models have revolutionized function-level code generation; however, repository-scale Automated Program Repair (APR) remains a significant challenge. Current approaches typically employ a control-centric…

Artificial Intelligence · Computer Science 2026-03-31 Aliaksei Kaliutau

Functional verification remains a dominant cost in modern IC development, and SystemVerilog Assertions (SVAs) are critical for simulation-based monitoring and formal property checking. However, writing SVAs by hand is time-consuming and…

Hardware Architecture · Computer Science 2026-04-14 Lik Tung Fu , Qihang Wang , Shaokai Ren , Mengli Zhang , Sichao Yang , Jun Liu , Xi Wang

Assertion checking is an invaluable programmer's tool for finding many classes of errors or verifying their absence in dynamic languages such as Prolog. For Prolog programmers this means being able to have relevant properties such as modes,…

Modern hardware designs have grown increasingly efficient and complex. However, they are often susceptible to Common Weakness Enumerations (CWEs). This paper is focused on the formal verification of CWEs in a dataset of hardware designs…

Artificial Intelligence · Computer Science 2024-09-04 Deepak Narayan Gadde , Aman Kumar , Thomas Nalapat , Evgenii Rezunov , Fabio Cappellini

With the widespread adoption of Large Language Models (LLMs) such as GitHub Copilot and ChatGPT, developers increasingly rely on AI-assisted tools to support code generation. While LLMs can generate syntactically correct solutions for…

Software Engineering · Computer Science 2025-07-28 Yiping Jia , Zhen Ming Jiang , Shayan Noei , Ying Zou

Recent advances in large language models (LLMs) have demonstrated significant potential in hardware design automation, particularly in using natural language to synthesize Register-Transfer Level (RTL) code. Despite this progress, a gap…

Machine Learning · Computer Science 2026-02-26 Jiahe Shi , Zhengqi Gao , Ching-Yun Ko , Duane Boning

The convergence of text, visual, and audio data is a key step towards human-like artificial intelligence, however the current Vision-Language-Speech landscape is dominated by encoder-only models which lack generative abilities. We propose…

We present a methodology for formal verification of arithmetic RTL designs that combines sequential logic equivalence checking with interactive theorem proving. An intermediate model of a Verilog module is hand-coded in Restricted…

Logic in Computer Science · Computer Science 2020-09-30 David M. Russinoff

Despite limited success in large language model (LLM)-based register-transfer-level (RTL) code generation, the root causes of errors remain poorly understood. To address this, we conduct a comprehensive error analysis, finding that most…

Hardware Architecture · Computer Science 2026-02-03 Jiazheng Zhang , Cheng Liu , Long Cheng , Xiaowei Li , Huawei Li
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