Work

MaxiMals: A Low-cost Hardening Technique for Large Vision Transformers

Year: 2024

Type: conference-paper

Abstract: We propose MaxiMals, an experimentally tuned low-cost mitigation solution to reduce the impact of transient faults on Vision Transformers. MaxiMals can correct 73.06% of critical failures on average, with overheads as low as 0.25%.

Source: European Conference on Radiation and Its Effects on Components and Systems

DOI: 10.1109/radecs61970.2024.11298581

Authors: Lucas Roquet, Fernando Fernandes Dos Santos, Paolo Rech, Marcello Traiola, Olivier Sentieys, Angeliki Kritikakou

Institutions: Institut national de recherche en sciences et technologies du numérique, Institut de Recherche en Informatique et Systèmes Aléatoires, TARAN: Architectures matérielles spécialisées pour l'ère post loi-de-Moore, Université de Rennes, University of Trento

Language: English

Topic: Radiation Effects in Electronics

Subfield: Electrical and Electronic Engineering

Field: Engineering

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W4403406178

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