Marc Riera

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 18

Top Topics

Data Processing

Quantization Step

Pruning Methods

Reliability Assessment

Top Venues

J. Syst. Archit.

Publications

Dennis Pinto, José-María Arnau, Marc Riera, José-Lorenzo Cruz, Antonio González
Mixture-of-Rookies: Saving DNN computations by predicting ReLU outputs. Microprocess. Microsystems 109 (2024)
Bahareh Khabbazan, Marc Riera, Antonio González
DNA-TEQ: An Adaptive Exponential Quantization of Tensors for DNN Inference. CoRR (2023)
Bahareh Khabbazan, Marc Riera, Antonio González
DNA-TEQ: An Adaptive Exponential Quantization of Tensors for DNN Inference. HiPC (2023)
Bahareh Khabbazan, Marc Riera, Antonio González
An Energy-Efficient Near-Data Processing Accelerator for DNNs that Optimizes Data Accesses. CoRR (2023)
Mohammad Sabri, Marc Riera, Antonio González
ReDy: A Novel ReRAM-centric Dynamic Quantization Approach for Energy-efficient CNN Inference. CoRR (2023)
Bahareh Khabbazan, Marc Riera, Antonio González
QeiHaN: An Energy-Efficient DNN Accelerator that Leverages Log Quantization in NDP Architectures. PACT (2023)
Marc Riera, José-María Arnau, Antonio González
CREW: Computation reuse and efficient weight storage for hardware-accelerated MLPs and RNNs. J. Syst. Archit. 129 (2022)
Marc Riera, José-María Arnau, Antonio González
DNN pruning with principal component analysis and connection importance estimation. J. Syst. Archit. 122 (2022)
Mehdi Hassanpour, Marc Riera, Antonio González
A Survey of Near-Data Processing Architectures for Neural Networks. Mach. Learn. Knowl. Extr. 4 (1) (2022)
Marc Riera, José-María Arnau, Antonio González
CREW: Computation Reuse and Efficient Weight Storage for Hardware-accelerated MLPs and RNNs. CoRR (2021)
Mehdi Hassanpour, Marc Riera, Antonio González
A Survey of Near-Data Processing Architectures for Neural Networks. CoRR (2021)
Marc Riera, José-María Arnau, Antonio González
CGPA: Coarse-Grained Pruning of Activations for Energy-Efficient RNN Inference. IEEE Micro 39 (5) (2019)
Alessandro Vallero, Alessandro Savino, Athanasios Chatzidimitriou, Manolis Kaliorakis, Maha Kooli, Marc Riera, Marti Anglada, Giorgio Di Natale, Alberto Bosio, Ramon Canal, Antonio González, Dimitris Gizopoulos, Riccardo Mariani, Stefano Di Carlo
SyRA: Early System Reliability Analysis for Cross-Layer Soft Errors Resilience in Memory Arrays of Microprocessor Systems. IEEE Trans. Computers 68 (5) (2019)
Marc Riera, José-María Arnau, Antonio González
(Pen-) Ultimate DNN Pruning. CoRR (2019)
Marc Riera, José-María Arnau, Antonio González
Computation Reuse in DNNs by Exploiting Input Similarity. ISCA (2018)
Reza Yazdani, Marc Riera, José-María Arnau, Antonio González
The Dark Side of DNN Pruning. ISCA (2018)
Alessandro Vallero, Alessandro Savino, Gianfranco Politano, Stefano Di Carlo, Athanasios Chatzidimitriou, Sotiris Tselonis, Manolis Kaliorakis, Dimitris Gizopoulos, Marc Riera, Ramon Canal, Antonio González, Maha Kooli, Alberto Bosio, Giorgio Di Natale
Cross-layer system reliability assessment framework for hardware faults. ITC (2016)
Marc Riera, Ramon Canal, Jaume Abella, Antonio González
A detailed methodology to compute Soft Error Rates in advanced technologies. DATE (2016)