[HTML][HTML] Applications and techniques for fast machine learning in science
In this community review report, we discuss applications and techniques for fast machine
learning (ML) in science—the concept of integrating powerful ML methods into the real-time …
learning (ML) in science—the concept of integrating powerful ML methods into the real-time …
Pushing the level of abstraction of digital system design: A survey on how to program fpgas
Field Programmable Gate Arrays (FPGAs) are spatial architectures with a heterogeneous
reconfigurable fabric. They are state-of-the-art for prototy**, telecommunications …
reconfigurable fabric. They are state-of-the-art for prototy**, telecommunications …
Predictable accelerator design with time-sensitive affine types
Field-programmable gate arrays (FPGAs) provide an opportunity to co-design applications
with hardware accelerators, yet they remain difficult to program. High-level synthesis (HLS) …
with hardware accelerators, yet they remain difficult to program. High-level synthesis (HLS) …
Modular hardware design with timeline types
Modular design is a key challenge for enabling large-scale reuse of hardware modules.
Unlike software, however, hardware designs correspond to physical circuits and inherit …
Unlike software, however, hardware designs correspond to physical circuits and inherit …
Pymtl3: A python framework for open-source hardware modeling, generation, simulation, and verification
In this article, we present PyMTL3, a Python framework for open-source hardware modeling,
generation, simulation, and verification. In addition to compelling benefits from using the …
generation, simulation, and verification. In addition to compelling benefits from using the …
Review of neural network model acceleration techniques based on FPGA platforms
F Liu, H Li, W Hu, Y He - Neurocomputing, 2024 - Elsevier
Neural network models, celebrated for their outstanding scalability and computational
capabilities, have demonstrated remarkable performance across various fields such as …
capabilities, have demonstrated remarkable performance across various fields such as …
Performance comparison of instrument automation pipelines using different programming languages
A Kumar, M Goswami - Scientific Reports, 2023 - nature.com
The article presents a performance analysis of fully automated, in-house developed 2D
ultrasound computerized tomography systems using different programming languages. The …
ultrasound computerized tomography systems using different programming languages. The …
Efficiently exploiting low activity factors to accelerate RTL simulation
S Beamer, D Donofrio - 2020 57th ACM/IEEE Design …, 2020 - ieeexplore.ieee.org
Hardware simulation is a critical tool for design, but its slow speed often bottlenecks the
entire design process. Although most signals in a digital design rarely change, most leading …
entire design process. Although most signals in a digital design rarely change, most leading …
Beyond the prototype: Understanding the challenge of scaling hardware device production
The hardware research and development communities have invested heavily in tools and
materials that facilitate the design and prototy** of electronic devices. Numerous easy-to …
materials that facilitate the design and prototy** of electronic devices. Numerous easy-to …
Peak: A single source of truth for hardware design and verification
Domain-specific languages for hardware can significantly enhance designer productivity,
but sometimes at the cost of ease of verification. On the other hand, ISA specification …
but sometimes at the cost of ease of verification. On the other hand, ISA specification …