Jul
11
Presentation at WIICT 2025
July 11, 2025 | Comments Off on Presentation at WIICT 2025
Joaquín Gracia-Morán has presented the work entitled “Dependability analysis of neural networksimplemented in Arduino” at WIICT 2025. Abstract The use of neural networks has expanded to environments as diverse as medical systems, industrial devices and space systems. In these cases, it is essential to balance performance, power consumption, and silicon area. Furthermore, in critical environments, […]
Jun
2
Paper accepted at SAFECOMP 2025
June 2, 2025 | Comments Off on Paper accepted at SAFECOMP 2025
The paper entitled “Can C-Based ECC Models Leverage High-Level Synthesis? Evaluating Description Variants for Efficient Circuit Implementations”, authored by Joaquín Gracia-Morán, Juan-Carlos Ruiz, David de Andrés and Luis-J. Saiz-Adalid has been accepted at SAFECOMP 2025. Abstract: Error-Correcting Codes (ECCs) are essential for achieving fault tolerance in hardware accelerators deployed in safety-critical applications, such as those […]
May
5
Papers accepted at Jornadas SARTECO 2025
May 5, 2025 | Comments Off on Papers accepted at Jornadas SARTECO 2025
Different papers authored by the GSTF’s members has been accepted at Jornadas SARTECO 2025, that will be held in Sevilla (Spain) next June. Title: Análisis de la confiabilidad de una red neuronal implementada en Arduino con formato BF16Authors: Joaquín Gracia-Morán, David de Andrés, Luis-J. Saiz-Adalid, Juan Carlos Ruiz, J.-Carlos Baraza-Calvo, Daniel Gil-Tomás, Pedro J. Gil-VicenteAbstract: […]
Apr
14
Participation in the EDCC 2025
April 14, 2025 | Comments Off on Participation in the EDCC 2025
Several members of the group have traveled to Lisbon to participate in EDCC 2025, where they have presented the future work we are doing.
Feb
26
Participation in EDCC 2025
February 26, 2025 | Comments Off on Participation in EDCC 2025
During next EDCC (20th European Dependable Computing Conference), that will be held in Lisbon (Portugal) in April 2025, the GSTF research group will present three extended fast-abstracts, showing our current research lines. These works are: Title: Towards a Novel 8-bit Floating-point Format to Increase Robustness in Convolutional Neural Networks Authors: Luis-J. Saiz Adalid, Juan-Carlos Ruiz-García, […]
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 […]
Jul
2
Presentation at IFIP WG 10.4 meeting
July 2, 2024 | Comments Off on Presentation at IFIP WG 10.4 meeting
Juan C. Ruiz has presented the research work done by the Fault tolerant Systems research group of UPV at 86th IFIP WG 10.4 Meeting at Gold Coast, Australia, entitled “On improving the robustness of convolutional neural networks”.
Jun
28
CEDI 2024
June 28, 2024 | Comments Off on CEDI 2024
Juan C. Ruiz, Luis J. Saiz and Joaquín Gracia have attended the CEDI 2024, that was held in A Coruña, Spain. During these days, they have contacted with others researches, exchanging ideas and establishing possible future collaborations