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Traditionally, digital hardware designs are written in the Verilog hardware description language (HDL) and debugged manually by engineers. This can be time-consuming and error-prone for complex designs. Large Language Models (LLMs) are…

Hardware Architecture · Computer Science 2025-03-06 Jason Blocklove , Shailja Thakur , Benjamin Tan , Hammond Pearce , Siddharth Garg , Ramesh Karri

In recent years, edge computing has become a popular choice for latency-sensitive applications like facial recognition and augmented reality because it is closer to the end users compared to the cloud. Although infrastructure providers are…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-12 Shikhar Suryavansh , Chandan Bothra , Kwang Taik Kim , Mung Chiang , Chunyi Peng , Saurabh Bagchi

Designing complex, multi-million-gate application-specific integrated circuits requires robust and mature electronic design automation (EDA) tools. We describe our efforts in enhancing the open-source Yosys+Openroad EDA flow to implement…

Hardware Architecture · Computer Science 2024-05-09 Philippe Sauter , Thomas Benz , Paul Scheffler , Frank K. Gürkaynak , Luca Benini

The emergence of multimodal large language models (MLLMs) presents promising opportunities for automation and enhancement in Electronic Design Automation (EDA). However, comprehensively evaluating these models in circuit design remains…

We introduce ComfyUI-Copilot, a large language model-powered plugin designed to enhance the usability and efficiency of ComfyUI, an open-source platform for AI-driven art creation. Despite its flexibility and user-friendly interface,…

Computation and Language · Computer Science 2025-06-06 Zhenran Xu , Xue Yang , Yiyu Wang , Qingli Hu , Zijiao Wu , Longyue Wang , Weihua Luo , Kaifu Zhang , Baotian Hu , Min Zhang

Photonics is becoming a cornerstone technology for high-performance AI systems and scientific computing, offering unparalleled speed, parallelism, and energy efficiency. Despite this promise, the design and deployment of electronic-photonic…

Optics · Physics 2026-01-05 Hongjian Zhou , Ziang Yin , Jiaqi Gu

The application of Machine Learning (ML) in Electronic Design Automation (EDA) for Very Large-Scale Integration (VLSI) design has garnered significant research attention. Despite the requirement for extensive datasets to build effective ML…

Machine Learning · Computer Science 2025-07-08 Jingyu Pan , Chen-Chia Chang , Zhiyao Xie , Yiran Chen , Hai Li

Since the advent of Multimodal Large Language Models (MLLMs), they have made a significant impact across a wide range of real-world applications, particularly in Autonomous Driving (AD). Their ability to process complex visual data and…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Shuo Xing , Chengyuan Qian , Yuping Wang , Hongyuan Hua , Kexin Tian , Yang Zhou , Zhengzhong Tu

Large language models (LLMs) are remarkably good at writing code. A particularly valuable case of human-LLM collaboration is code-based UI prototyping, a method for creating interactive prototypes that allows users to view and fully engage…

Human-Computer Interaction · Computer Science 2024-07-12 Jenny Ma , Karthik Sreedhar , Vivian Liu , Sitong Wang , Pedro Alejandro Perez , Lydia B. Chilton

The integration of a complex set of Electronic Design Automation (EDA) tools to enhance interoperability is a critical concern for circuit designers. Recent advancements in large language models (LLMs) have showcased their exceptional…

Hardware Architecture · Computer Science 2024-09-24 Zhuolun He , Haoyuan Wu , Xinyun Zhang , Xufeng Yao , Su Zheng , Haisheng Zheng , Bei Yu

In the rapidly evolving industry of software development, coding efficiency and accuracy play significant roles in delivering high-quality software. Various code suggestion and completion tools, such as CodeBERT from Microsoft and GPT-3.5…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-11 Bingbing Zhang , Ziyu Lin , Yingxin Su

There is a growing interest in the development of lidar-based autonomous mobility and Intelligent Transportation Systems (ITS). To operate and research on lidar data, researchers often develop code specific to application niche. This…

Computer Vision and Pattern Recognition · Computer Science 2025-09-04 Muhammad Shahbaz , Shaurya Agarwal

Training new engineers in digital design is a challenge, particularly when it comes to teaching the complex electronic design automation (EDA) tooling used in this domain. Learners will typically deploy designs in the Verilog and VHDL…

Hardware Architecture · Computer Science 2024-10-21 Siyu Qiu , Benjamin Tan , Hammond Pearce

The integration of Large Language Models (LLMs) into Electronic Design Automation (EDA) and hardware security is rapidly reshaping the semiconductor industry. While LLMs offer unprecedented capabilities in generating Register Transfer Level…

Cryptography and Security · Computer Science 2026-05-21 Johann Knechtel , Ozgur Sinanoglu , Ramesh Karri

Through the integration of external tools, large language models (LLMs) such as GPT-4o and Llama 3.1 significantly expand their functional capabilities, evolving from elementary conversational agents to general-purpose assistants. We argue…

Computation and Language · Computer Science 2024-10-16 Zhenchao Jin , Mengchen Liu , Dongdong Chen , Lingting Zhu , Yunsheng Li , Lequan Yu

To support the stringent requirements of the future intelligent and interactive applications, intelligence needs to become an essential part of the resource management in the edge environment. Developing intelligent orchestration solutions…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-03 Henna Kokkonen , Susanna Pirttikangas , Lauri Lovén

With the rapidly increasing complexity of modern chips, hardware engineers are required to invest more effort in tasks such as circuit design, verification, and physical implementation. These workflows often involve continuous…

Systems and Control · Electrical Eng. & Systems 2024-10-25 Kangwei Xu , Ruidi Qiu , Zhuorui Zhao , Grace Li Zhang , Ulf Schlichtmann , Bing Li

A chiplet is an integrated circuit that encompasses a well-defined subset of an overall system's functionality. In contrast to traditional monolithic system-on-chips (SoCs), chiplet-based architecture can reduce costs and increase…

Hardware Architecture · Computer Science 2023-12-12 Shixin Chen , Shanyi Li , Zhen Zhuang , Su Zheng , Zheng Liang , Tsung-Yi Ho , Bei Yu , Alberto L. Sangiovanni-Vincentelli

The synthesis of complex natural products remains one of the grand challenges of organic chemistry. We present DeepRetro, a major advancement in computational retrosynthesis that enables the discovery of viable synthetic routes for complex…

To harness the potential of advanced computing technologies, efficient (real time) analysis of large amounts of data is as essential as are front-line simulations. In order to optimise this process, experts need to be supported by…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-03 Jovana Knežević , Ralf-Peter Mundani , Ernst Rank