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Marc Riera
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Computation reuse in DNNs by exploiting input similarity
M Riera, JM Arnau, A González
2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture …, 2018
1012018
Syra: Early system reliability analysis for cross-layer soft errors resilience in memory arrays of microprocessor systems
A Vallero, A Savino, A Chatzidimitriou, M Kaliorakis, M Kooli, M Riera, ...
IEEE Transactions on Computers 68 (5), 765-783, 2018
382018
Cross-layer system reliability assessment framework for hardware faults
A Vallero, A Savino, G Politano, S Di Carlo, A Chatzidimitriou, S Tselonis, ...
2016 IEEE International Test Conference (ITC), 1-10, 2016
362016
The dark side of DNN pruning
R Yazdani, M Riera, JM Arnau, A González
2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture …, 2018
352018
A detailed methodology to compute soft error rates in advanced technologies
M Riera, R Canal, J Abella, A Gonzalez
2016 Design, Automation & Test in Europe Conference & Exhibition (DATE), 217-222, 2016
342016
DNN pruning with principal component analysis and connection importance estimation
M Riera, JM Arnau, A González
Journal of Systems Architecture 122, 102336, 2022
152022
A survey of near-data processing architectures for neural networks
M Hassanpour, M Riera, A González
Machine Learning and Knowledge Extraction 4 (1), 66-102, 2022
112022
Computation reuse in dnns by exploiting input similarity. In 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA)
M Riera, JM Arnau, A González
IEEE, 57ś68, 2018
92018
CREW: Computation reuse and efficient weight storage for hardware-accelerated MLPs and RNNs
M Riera, JM Arnau, A González
Journal of Systems Architecture 129, 102604, 2022
42022
Cgpa: Coarse-grained pruning of activations for energy-efficient rnn inference
M Riera, JM Arnau, A Gonzalez
IEEE micro 39 (5), 36-45, 2019
42019
Early component-based system reliability analysis for approximate computing systems
A Vallero, A Savino, G Politano, S Di Carlo, A Chatzidimitriou, S Tselonis, ...
Proceedings Of The 2nd Workshop On Approximate Computing (WAPCO), 1-4, 2016
22016
Redy: A novel reram-centric dynamic quantization approach for energy-efficient cnn inference
M Sabri, M Riera, A González
arXiv preprint arXiv:2306.16298, 2023
12023
Exploiting beam search confidence for energy-efficient speech recognition
D Pinto, JM Arnau, M Riera, JL Cruz, A González
The Journal of Supercomputing, 1-30, 2024
2024
DNA-TEQ: An Adaptive Exponential Quantization of Tensors for DNN Inference
B Khabbazan, M Riera, A González
2023 IEEE 30th International Conference on High Performance Computing, Data …, 2023
2023
An Energy-Efficient Near-Data Processing Accelerator for DNNs that Optimizes Data Accesses
B Khabbazan, M Riera, A González
arXiv preprint arXiv:2310.18181, 2023
2023
QeiHaN: An Energy-Efficient DNN Accelerator that Leverages Log Quantization in NDP Architectures
B Khabbazan, M Riera, A González
2023 32nd International Conference on Parallel Architectures and Compilation …, 2023
2023
Low-power accelerators for cognitive computing
M Riera Villanueva
Universitat Politècnica de Catalunya, 2020
2020
(Pen-) Ultimate DNN Pruning
M Riera, JM Arnau, A Gonzalez
arXiv preprint arXiv:1906.02535, 2019
2019
An Energy-Efficient Near-Data Processing Accelerator for Dnns to Optimize Memory Accesses
B Khabbazan, M Sabri, M Riera, A Gonzalez
Available at SSRN 4893869, 0
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