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This paper presents an automatic layout generation framework in advanced CMOS technologies. The framework extends the template-and-grid-based layout generation methodology with the following additional techniques applied to produce optimal…

Signal Processing · Electrical Eng. & Systems 2024-07-30 Taeho Shin , Dongjun Lee , Dongwhee Kim , Gaeryun Sung , Wookjin Shin , Yunseong Jo , Hyungjoo Park , Jaeduk Han

The visual system of a robot has different requirements depending on the application: it may require high accuracy or reliability, be constrained by limited resources or need fast adaptation to dynamically changing environments. In this…

Computer Vision and Pattern Recognition · Computer Science 2025-09-16 Federico Ceola , Elisa Maiettini , Giulia Pasquale , Giacomo Meanti , Lorenzo Rosasco , Lorenzo Natale

The electrical and electronic engineering has used parallel programming to solve its large scale complex problems for performance reasons. However, as parallel programming requires a non-trivial distribution of tasks and data, developers…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-07-05 Antonio Wendell De Oliveira Rodrigues , Frédéric Guyomarc'H , Jean-Luc Dekeyser , Yvonnick Le Menach

In recent years, AI-assisted IC design methods have demonstrated great potential, but the availability of circuit design data is extremely limited, especially in the public domain. The lack of circuit data has become the primary bottleneck…

Machine Learning · Computer Science 2025-09-03 Shang Liu , Jing Wang , Wenji Fang , Zhiyao Xie

Emerging low-powered architectures like Coarse-Grain Reconfigurable Arrays (CGRAs) are becoming more common. Often included as co-processors, they are used to accelerate compute-intensive workloads like loops. The speedup obtained is…

Hardware Architecture · Computer Science 2025-12-03 Cristian Tirelli , Laura Pozzi

Deep neural networks (DNNs) have been ubiquitously applied in many applications, and accelerators are emerged as an enabler to support the fast and efficient inference tasks of these applications. However, to achieve high model coverage…

Machine Learning · Computer Science 2021-05-10 Zhi Chen , Cody Hao Yu , Trevor Morris , Jorn Tuyls , Yi-Hsiang Lai , Jared Roesch , Elliott Delaye , Vin Sharma , Yida Wang

Hardware accelerators, such as those based on GPUs and FPGAs, offer an excellent opportunity to efficiently parallelize functionalities. Recently, modern embedded platforms started being equipped with such accelerators, resulting in a…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-16 Daniel Casini , Paolo Pazzaglia , Alessandro Biondi , Marco Di Natale

The emergence of heterogeneity and domain-specific architectures targeting deep learning inference show great potential for enabling the deployment of modern CNNs on resource-constrained embedded platforms. A significant development is the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-25 Dmitri Lyalikov

Approximately 50% of development resources are devoted to UI development tasks [9]. Occupying a large proportion of development resources, developing icons can be a time-consuming task, because developers need to consider not only effective…

Human-Computer Interaction · Computer Science 2022-04-20 Sidong Feng , Minmin Jiang , Tingting Zhou , Yankun Zhen , Chunyang Chen

The C++ programming language provides classes and structs as fundamental modeling entities. Consequently, C++ code tends to favour array-of-structs (AoS) for encoding data sequences, even though structure-of-arrays (SoA) yields better…

Mathematical Software · Computer Science 2025-09-16 Pawel K. Radtke , Tobias Weinzierl

In order to improve system performance efficiently, a number of systems choose to equip multi-core and many-core processors (such as GPUs). Due to their discrete memory these heterogeneous architectures comprise a distributed system within…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-02-27 Hao Wu , Daniel Lohmann , Wolfgang Schröder-Preikschat

Timing side-channel attacks pose a major threat to embedded systems due to their ease of accessibility. We propose CIDPro, a framework that relies on dynamic program diversification to mitigate timing side-channel leakage. The proposed…

Cryptography and Security · Computer Science 2018-09-06 Thinh Hung Pham , Alexander Fell , Arnab Kumar Biswas , Siew-Kei Lam , Nandeesha Veeranna

RISC-V-based architectures are paving the way for efficient On-Device Learning (ODL) in smart edge devices. When applied across multiple nodes, ODL enables the creation of intelligent sensor networks that preserve data privacy. However,…

Machine Learning · Computer Science 2025-04-23 Lars Kröger , Cristian Cioflan , Victor Kartsch , Luca Benini

Understanding or comprehending source code is one of the core activities of software engineering. Understanding object-oriented source code is essential and required when a programmer maintains, migrates, reuses, documents or enhances…

Software Engineering · Computer Science 2016-01-29 Ra'Fat AL-msie'deen

Domain-specific systems-on-chip (DSSoCs) aim at bridging the gap between application-specific integrated circuits (ASICs) and general-purpose processors. Traditional operating system (OS) schedulers can undermine the potential of DSSoCs…

Hardware Architecture · Computer Science 2021-09-24 A. Alper Goksoy , Anish Krishnakumar , Md Sahil Hassan , Allen J. Farcas , Ali Akoglu , Radu Marculescu , Umit Y. Ogras

This work details a hardware-assisted approach for information flow tracking implemented on reconfigurable chips. Current solutions are either time-consuming or hardly portable (modifications of both sofware/hardware layers). This work…

Cryptography and Security · Computer Science 2018-11-15 Muhammad Abdul Wahab , Pascal Cotret , Mounir Nasr Allah , Guillaume Hiet , Vianney Lapotre , Guy Gogniat

We propose a framework using normalizing-flow based models, SELF-Referencing Embedded Strings, and multi-objective optimization that efficiently generates small molecules. With an initial training set of only 100 small molecules, FastFlows…

Chemical Physics · Physics 2022-02-01 Nathan C. Frey , Vijay Gadepally , Bharath Ramsundar

Hardware design automation faces challenges in generating high-quality Verilog code efficiently. This paper introduces VFlow, an automated framework that optimizes agentic workflows for Verilog code generation. Unlike traditional approaches…

Hardware Architecture · Computer Science 2025-07-15 Yangbo Wei , Zhen Huang , Huang Li , Wei W. Xing , Ting-Jung Lin , Lei He

Massive Open Online Courses (MOOCs) have greatly contributed to making education more accessible. However, many MOOCs maintain a rigid, one-size-fits-all structure that fails to address the diverse needs and backgrounds of individual…

Artificial Intelligence · Computer Science 2024-11-20 Jean Vassoyan , Anan Schütt , Jill-Jênn Vie , Arun-Balajiee Lekshmi-Narayanan , Elisabeth André , Nicolas Vayatis

Numerical simulations can help solve complex problems. Most of these algorithms are massively parallel and thus good candidates for FPGA acceleration thanks to spatial parallelism. Modern FPGA devices can leverage high-bandwidth memory…

Hardware Architecture · Computer Science 2022-11-09 Stephanie Soldavini , Karl F. A. Friebel , Mattia Tibaldi , Gerald Hempel , Jeronimo Castrillon , Christian Pilato
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