Dec
11
Paper available at ACM
December 11, 2024 | Comments Off on Paper available at ACM
The paper entitled “Allocating ECC parity bits into BF16-encoded CNN parameters: A practical experience report” written by Joaquín Gracia-Morán, Juan Carlos Ruiz Garcia, David de Andrés Martínez and Luis Jose Saiz-Adalid is available at ACM: https://dl.acm.org/doi/10.1145/3697090.3697092 Abstract Using low-precision data types, like the Brain Floating Point 16 (BF16) format, can reduce Convolutional Neural Networks (CNNs) […]
Oct
3
Paper accepted at LADC 2024
October 3, 2024 | Comments Off on Paper accepted at LADC 2024
The paper entitled “Allocating ECC parity bits into BF16-encoded CNN parameters: A practical experience report” written by Joaquín Gracia-Morán, Juan Carlos Ruiz Garcia, David de Andrés Martínez and Luis Jose Saiz-Adalid has been accepted at 13th Latin-American Symposium on Dependable and Secure Computing (LADC 2024), that will be held in Recife (Brazil) next November. Abstract […]
Oct
3
Paper available at Springer Link
October 3, 2024 | Comments Off on Paper available at Springer Link
The paper entitled “In-Memory Zero-Space Floating-Point-based CNN protection using non-significant and invariant bits”, and written by Juan Carlos Ruiz Garcia, Luis Jose Saiz-Adalid, David de Andrés Martínez, and Joaquín Gracia-Morán, published at SAFECOMP 2024, can be accesed at this link. Abstract Convolutional Neural Networks (CNNs) have accomplished significant success in various domains, including transportation, health […]
Apr
22
Paper accepted at SAFECOMP 2024
April 22, 2024 | Comments Off on Paper accepted at SAFECOMP 2024
The paper entitled “In-Memory Zero-Space Floating-Point-based CNN protection using non-significant and invariant bits”, and written by Juan Carlos Ruiz Garcia, Luis Jose Saiz-Adalid, David de Andrés Martínez, and Joaquín Gracia-Morán has been accepted at SAFECOMP 2024. Abstract Convolutional Neural Networks (CNNs) have accomplished significant success in various domains, including transportation, health care and banking. Millions […]
Apr
15
Paper accepted at Jornadas SARTECO 2024 (III)
April 15, 2024 | Comments Off on Paper accepted at Jornadas SARTECO 2024 (III)
The paper entitled “Tolerancia a fallos múltiples en redes convolucionales en coma flotante de 16 bitsutilizando códigos correctores de errores” written by J.C. Ruiz-García, D. Andrés-Martínez, L.J. Saiz-Adalid, and J. Gracia-Morán has been accepted at Jornadas SARTECO 2024. Abstract Multitud de sistemas utilizan redes convolucionales para identificar objetos en las imágenes que analizan. Este análisis […]
Apr
15
Paper accepted at Jornadas SARTECO 2024 (II)
April 15, 2024 | Comments Off on Paper accepted at Jornadas SARTECO 2024 (II)
The paper entitled “Estudio de la confiabilidad de una red neuronal convolucional cuantizada” written by J. Gracia-Morán, L.J. Saiz-Adalid, J.C. Ruiz-García, and D. Andrés-Martínez has been accepted at Jornadas SARTECO 2024. Abstract A medida que el uso de las redes neuronales se generaliza, el interés por su confiabilidad también aumenta. En concreto, las redes neuronales […]
Apr
15
Paper accepted at Jornadas SARTECO 2024 (I)
April 15, 2024 | Comments Off on Paper accepted at Jornadas SARTECO 2024 (I)
The paper entitled “Protección mediante Códigos de Corrección de Errores de los pesos de una Red Neuronal implementada en Arduino” written by J. Gracia-Morán and L.J. Saiz-Adalid has been accepted at Jornadas SARTECO 2024. Abstract Últimamente, el amplio uso de las redes neuronales ha provocado que éstas estén presentes en multitud de entornos, como pueden […]
Jan
31
Paper accepted at EDCC 2024
January 31, 2024 | Comments Off on Paper accepted at EDCC 2024
The paper entitled “Zero-Space In-Weight and In-Bias Protection for Floating-Point-based CNNs”, written by Juan Carlos Ruiz, David de Andrés, Luis José Saiz-Adalid and Joaquín Gracia-Morán has been accepted at 19th European Dependable Computing Conference (EDCC), that will be held in Leuven (Belgium) next april. Abstract Deploying convolutional neural networks (CNNs) in image classification systems requires […]
Sep
25
Presentation at Jornadas SARTECO 2023 (II)
September 25, 2023 | Comments Off on Presentation at Jornadas SARTECO 2023 (II)
J.C. Ruiz-Garcia has presented the paper entitled “Evaluación de la robustez de una red neuronal desarrollada para generar un acelerador HW” written by J.C. Ruiz-García, D. Andrés-Martínez and J. Gracia-Morán at Jornadas SARTECO 2023.
Sep
25
Presentation at Jornadas SARTECO 2023 (I)
September 25, 2023 | Comments Off on Presentation at Jornadas SARTECO 2023 (I)
During the Jornadas SARTECO 2023, J. Gracia-Morán has presented the papers entitled “Protección de comunicaciones entre vehículos autónomos mediante el uso de códigos de corrección de errores” written by J. Gracia-Morán, A. Vicente-García and L.J. Saiz-Adalid; and “Uso de códigos de corrección de errores asimétricos en un sistema empotrado” written by J. Gracia-Morán, J.C. Ruiz-García […]