Publications
Filter Publications: 2019 - 2021
Articles
International Journal Articles: 5
2020
- A Compute Cache System for Signal Processing Applications, article in Journal of Signal Processing Systems, to appear on 2020, Springer [bibTex]
, - Compiler-Assisted Data Streaming for Regular Code Structures, article in IEEE Transactions on Computers, to appear on 2020, IEEE [DOI Article link] [bibTex] [PDF]
, 2019
- GPU Static Modeling using PTX and Deep Structured Learning, article in IEEE Access vol. 7 (1) pp. 159150-15916, Dec. 2019, IEEE [DOI Article link] [bibTex] [PDF]
, - Modeling and Decoupling the GPU Power Consumption for Cross-Domain DVFS, article in IEEE Transactions on Parallel and Distributed Systems vol. 30 (11) pp. 2494-2506, Nov. 2019, IEEE [DOI Article link] [bibTex] [PDF]
, - DVFS-Aware Application Classification to improve GPGPUs Energy Efficiency, article in Parallel Computing vol. 83 pp. 93-117, Apr. 2019, Elsevier [DOI Article link] [Supplementary Material] [bibTex] [PDF]
, International Conferences: 7
2020
- Application of Non-Conventional GPU DVFS on Deep Neural Networks, presented at International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD 2020), Aug. 2020 [bibTex] [PDF]
, - Dynamic Fused Multiply-Accumulate Posit Unit With Variable Exponent Size For Low-Precision DSP Applications, presented at IEEE International Workshop on Signal Processing Systems (SIPS 2020), Aug. 2020 [bibTex]
, - End-to-End Learning of Video Compression Using Spatio-Temporal Autoencoders, presented at IEEE International Workshop on Signal Processing Systems, Aug. 2020 [bibTex]
, - Neighborhood-Aware Autoencoder for Missing Value Imputation, presented at 28th European Signal Processing Conference, Aug. 2020 [bibTex]
, - Reconfigurable Streaming Tensor Unit with Variable-Precision Posit Arithmetic, presented at 31st IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP 2020), Jul. 2020 [bibTex] [PDF]
, - Processing Convolutional Neural Networks on Cache, presented at International Conference on Acoustics, Speech, and Signal Processing (ICASSP2020), May. 2020 [bibTex]
, 2019
- Heart Disease Detection Architecture for Lead I Off-the-Person ECG Monitoring Devices, presented at European Signal Processing Conference (EUSIPCO 2019), Sep. 2019 [bibTex] [PDF]
, Dissertations
PhD Theses: 2
2020
- Pedro Tomás and Nuno Roma, DVFS Modeling for Energy-Efficient GPU Computing, PhD Thesis at Instituto Superior Técnico (IST), Universidade de Lisboa, Jun. 2020 [bibTex]
advised by 2019
- Nuno Roma and Pedro Tomás, Energy-Efficient Computing: Adaptive Structures and Data Management, PhD Thesis at Instituto Superior Técnico, Universidade de Lisboa, Jan. 2019 [bibTex]
advised by MSc Theses: 5
2020
- Nuno Roma and Pedro Tomás, Exploiting non-conventional DVFS on GPUs: application to Deep Learning, MSc Thesis at Instituto Superior Técnico (IST), Universidade de Lisboa, Nov. 2020 [bibTex]
advised by - Pedro Tomás and Nuno Roma, Unlimited Vector Extension with data streaming support, MSc Thesis at Instituto Superior Técnico (IST), Universidade de Lisboa, Oct. 2020 [bibTex]
advised by - Nuno Roma and Pedro Tomás, Packing and Fusing Narrow-Width Vector Operations for Energy-Efficient SIMD, MSc Thesis at Instituto Superior Técnico (IST), Universidade de Lisboa, Jul. 2020 [bibTex]
advised by 2019
- Pedro Tomás and Nuno Roma, Faster CPU emulation and dynamic kernel compilation in Multi2Sim, MSc Thesis at Instituto Superior Técnico (IST), Universidade de Lisboa, Dec. 2019 [bibTex]
advised by - Pedro Tomás and Nuno Roma, Configurable RISC-V softcore processor for FPGA implementation, MSc Thesis at Instituto Superior Técnico (IST), Universidade de Lisboa, Nov. 2019 [bibTex]
advised by