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 | 100 | 2018 |
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 | 38 | 2018 |
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 | 35 | 2016 |
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 | 33 | 2018 |
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 | 33 | 2016 |
DNN pruning with principal component analysis and connection importance estimation M Riera, JM Arnau, A Gonzalez Journal of Systems Architecture 122, 102336, 2022 | 12 | 2022 |
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 | 9 | 2018 |
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 | 8 | 2022 |
Cgpa: Coarse-grained pruning of activations for energy-efficient rnn inference M Riera, JM Arnau, A Gonzalez IEEE micro 39 (5), 36-45, 2019 | 3 | 2019 |
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 | 2 | 2016 |
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 | 1 | 2022 |
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 |
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 | | 2023 |
DNA-TEQ: An Adaptive Exponential Quantization of Tensors for DNN Inference B Khabbazan, M Riera, A González arXiv preprint arXiv:2306.16430, 2023 | | 2023 |
CREW: Computation Reuse and Efficient Weight Storage for Hardware-accelerated MLPs and RNNs M Riera, JM Arnau, A Gonzalez arXiv preprint arXiv:2107.09408, 2021 | | 2021 |
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 |