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 …

MUSCAT: MUS-based circuit approximation technique

L Witschen, T Wiersema, M Artmann… - … Design, Automation & …, 2022 - ieeexplore.ieee.org
Many applications show an inherent resiliency against inaccuracies and errors in their
computations. The design paradigm approximate computing exploits this fact by trading off …

Jump search: A fast technique for the synthesis of approximate circuits

L Witschen, H Ghasemzadeh Mohammadi… - Proceedings of the …, 2019 - dl.acm.org
State-of-the-art frameworks for generating approximate circuits automatically explore the
search space in an iterative process-often greedily. Synthesis and verification processes are …

LDAX A Learning-based Fast Design Space Exploration Framework for Approximate Circuit Synthesis

M Awais, H Ghasemzadeh Mohammadi… - Proceedings of the 2021 …, 2021 - dl.acm.org
The majority of existing frameworks for automated synthesis of Approximate Circuits (AxCs)
employ a search-based Design Space Exploration (DSE) approach. This includes an …

Improved learning-based design space exploration for approximate instance generation

MA Rajput, S Alyami, QA Ahmed, H Alshahrani… - IEEE …, 2023 - ieeexplore.ieee.org
Design methodologies for approximation of medium to large-scale accelerators have largely
relied on search-based design space exploration. Due to the enormously sized solution …

Search space characterization for approximate logic synthesis

L Witschen, T Wiersema, L Reuter… - Proceedings of the 59th …, 2022 - dl.acm.org
Approximate logic synthesis aims at trading off a circuit's quality to improve a target metric.
Corresponding methods explore a search space by approximating circuit components and …

MAAS: Hiding Trojans in Approximate Circuits

QA Ahmed, M Awais, M Platzner - 2023 24th International …, 2023 - ieeexplore.ieee.org
Automated frameworks for approximate accelerator synthesis employ an iterative search-
based approach to generate approximate instances of hardware. While offering distinct …

DeepApprox: Rapid Deep Learning based Design Space Exploration of Approximate Circuits via Check-pointing

M Awais, HG Mohammadi… - 2024 IEEE Computer …, 2024 - ieeexplore.ieee.org
Approximate hardware designs are largely acquired via automated frameworks, most of
which rely on iterative search to find feasible approximate instances in the design space …

MCTS-based synthesis towards efficient approximate accelerators

M Awais, M Platzner - 2021 IEEE Computer Society Annual …, 2021 - ieeexplore.ieee.org
Approximate computing (AC) has acquired significant maturity in recent years as a
promising approach to obtain energy and area-efficient hardware. Automated approximate …

Metrics for the evaluation of approximate sequential streaming circuits

S Plambeck, G Martino, G Fey - 2021 24th Euromicro …, 2021 - ieeexplore.ieee.org
The design of energy-and area-efficient systems is important for modern technology. One
approach to increase these efficiencies is approximate computing. During the last years …