Approximate computing: Concepts, architectures, challenges, applications, and future directions
AM Dalloo, AJ Humaidi, AK Al Mhdawi… - IEEE …, 2024 - ieeexplore.ieee.org
The unprecedented progress in computational technologies led to a substantial proliferation
of artificial intelligence applications, notably in the era of big data and IoT devices. In the …
of artificial intelligence applications, notably in the era of big data and IoT devices. In the …
X-nvdla: Runtime accuracy configurable nvdla based on applying voltage overscaling to computing and memory units
H Afzali-Kusha, M Pedram - … on Circuits and Systems I: Regular …, 2023 - ieeexplore.ieee.org
This paper investigates a runtime accuracy reconfigurable implementation of an energy
efficient deep learning accelerator. It is based on voltage overscaling (VOS) technique which …
efficient deep learning accelerator. It is based on voltage overscaling (VOS) technique which …
FAS-NoC: A Real-Time Fused Approximation Scheme Coordinating Communication and Computation for NoC-Based NN Accelerators
S Li, C Liu, W Fan, H Zhang, C Dai… - … on Circuits and …, 2025 - ieeexplore.ieee.org
Network-on-Chip (NoC) is a scalable on-chip communication architecture widely used in
neural network accelerators. However, data-intensive applications like machine learning …
neural network accelerators. However, data-intensive applications like machine learning …