Archgym: An open-source gymnasium for machine learning assisted architecture design

S Krishnan, A Yazdanbakhsh, S Prakash… - Proceedings of the 50th …, 2023 - dl.acm.org
Machine learning (ML) has become a prevalent approach to tame the complexity of design
space exploration for domain-specific architectures. While appealing, using ML for design …

Domain-specific architectures: Research problems and promising approaches

A Krishnakumar, U Ogras, R Marculescu… - ACM Transactions on …, 2023 - dl.acm.org
Process technology-driven performance and energy efficiency improvements have slowed
down as we approach physical design limits. General-purpose manycore architectures …

Agents of Autonomy: A Systematic Study of Robotics on Modern Hardware

M Bakhshalipour, PB Gibbons - … of the ACM on Measurement and …, 2023 - dl.acm.org
As robots increasingly permeate modern society, it is crucial for the system and hardware
research community to bridge its long-standing gap with robotics. This divide has persisted …

Domain-Specific STT-MRAM-based In-Memory Computing: A Survey

A Yusuf, T Adegbija, D Gajaria - IEEE Access, 2024 - ieeexplore.ieee.org
In recent years, the rapid growth of big data and the increasing demand for high-
performance computing have fueled the development of novel computing architectures …

A Survey on Heterogeneous CPU–GPU Architectures and Simulators

M Alaei, F Yazdanpanah - Concurrency and Computation …, 2024 - Wiley Online Library
Heterogeneous architectures are vastly used in various high performance computing
systems from IoT‐based embedded architectures to edge and cloud systems. Although …

DSA monitoring framework for HW/SW partitioning of application kernels leveraging VPs

C Hazott, D Grosse - DVCon Europe 2023; Design and …, 2023 - ieeexplore.ieee.org
Rapid and efficient design space exploration is the key enabler for effective Domain Specific
Architectures (DSAs) development. In this paper, we present a DSA monitoring framework …

[PDF][PDF] Domain-specific architectures (DSAs): Research problems and promising approaches

A Krishnakumar, UY Ogras, R Marculescu… - ACM Trans. Embed …, 2022 - academia.edu
Authors' addresses: Anish Krishnakumar, anish. n. krishnakumar@ wisc. edu; Umit Y. Ogras,
uogras@ wisc. edu, University of Wisconsin-Madison, USA; Radu Marculescu, radum …

H-EYE: Holistic Resource Modeling and Management for Diversely Scaled Edge-Cloud Systems

I Dagli, A Morshedlou, J Rostami… - arXiv preprint arXiv …, 2024 - arxiv.org
Computing systems have been evolving to be more pervasive, heterogeneous, and
dynamic. An increasing number of emerging domains now rely on diverse edge to cloud …

Evaluation and validation of efficient hierarchical interconnection in multi-processor system on chip

X Zhang, H Chen, Y Wu - Cyber-Physical Systems, 2024 - Taylor & Francis
Multiprocessor system-on-chip (MPSoC) is increasingly used in today's complicated
embedded systems. This paper uses an efficient Hierarchical Interconnection Framework …

Agile development of Domain-Specific solutions for emerging mobile systems

B Boroujerdian - 2022 - repositories.lib.utexas.edu
Emerging mobile systems such as robots or Augmented Reality glasses increasingly interact
with their physical surroundings. This means they require efficient computing platforms to …