2023
Maximizing Computing Accuracy on Resource-Constrained Architectures Proceedings Article
In: 26th IEEE/ACM Design, Automation and Test in Europe (DATE), pp. 1-6, Antwerp, Belgium, 2023.
harDNNing: a machine-learning-based framework for fault tolerance assessment and protection of Deep Neural Networks Proceedings Article
In: 26th IEEE/ACM Design, Automation and Test in Europe (DATE), pp. 1-6, Antwerp, Belgium, 2023.
2022
FLODAM: Cross-Layer Reliability Analysis Flow for Complex Hardware Designs Proceedings Article
In: 25th IEEE/ACM Design, Automation and Test in Europe (DATE), pp. 1-6, Antwerp, Belgium, 2022.
Characterizing a Neutron-Induced Fault Model for Deep Neural Networks Journal Article
In: IEEE Transactions on Nuclear Science, 2022.
Dynamic fault-tolerant VLIW processor with heterogeneous Function Units Journal Article
In: Microprocessors and Microsystems: Embedded Hardware Design, vol. 93, pp. 104564, 2022.
Approximation-aware Task Deployment on Heterogeneous Multi-core Platforms with DVFS Journal Article
In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp. 1-15, 2022.
Approximations in Deep Learning Book Chapter
In: Approximate Computing Techniques - From Component- to Application-Level, Chapter Approximations in Deep Learning, Springer, 2022.
Approximate Computing Techniques: From Component- to Application-Level Book
Springer, 2022.
Mixing Low-Precision Formats in Multiply-Accumulate Units for DNN Training Proceedings Article
In: IEEE International Conference on Field Programmable Technology (FPT), pp. 1-9, Hong Kong, Hong Kong SAR China, 2022.
Disentangled Loss for Low-Bit Quantization-Aware Training Proceedings Article
In: IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), pp. 2788-2792, New Orleans, United States, 2022.
Experimental evaluation of neutron-induced errors on a multicore RISC-V platform Proceedings Article
In: 28th IEEE International Symposium on OnLine Testing and Robust System Design (IOLTS), pp. 1-7, Torino, Italy, 2022.
Functional and Timing Implications of Transient Faults in Critical Systems Proceedings Article
In: 28th IEEE International Symposium on OnLine Testing and Robust System Design (IOLTS), pp. 1-10, Torino, Italy, 2022.
Characterizing Deep Neural Networks Neutrons-Induced Error Model Proceedings Article
In: IEEE Nuclear & Space Radiation Effects Conference (NSREC), pp. 1-5, Provo, United States, 2022.
Evaluating the Impact of Mixed-Precision on Fault Propagation for Deep Neural Networks on GPUs Proceedings Article
In: IEEE Computer Society Annual Symposium on VLSI (ISVLSI), pp. 327-327, Nicosia, Italy, 2022.
Experimental evaluation of neutron-induced errors on a RISC-V processor Workshop
Poster at RISC-V Week 2022, Paris, France, 2022.
Comet: a RISC-V Core Synthesized from C++ Specifications Proceedings Article
In: Poster at Spring 2022 RISC-V Week, Paris, France, 2022.
Customizing Number Representation and Precision Book Chapter
In: Approximate Computing Techniques - From Component- to Application-Level, Springer, 2022.
2021
ROAD4NN 2021 - 2nd ROAD4NN Workshop: Research Open Automatic Design for Neural Networks, San Francisco, United States, 2021.
An Optimization Playground for Precision and Number Representation Tuning Presentation
01.07.2021.
Leveraging Bayesian Optimization to Speed Up Automatic Precision Tuning Proceedings Article
In: 24th IEEE/ACM Design, Automation and Test in Europe (DATE), pp. 1-6, Virtual Event, France, 2021.
Freezer: A Specialized NVM Backup Controller for Intermittently-Powered Systems Journal Article
In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 40, no. 8, pp. 1559-1572, 2021.
Real-time Imprecise Computation Tasks Mapping for DVFS-Enabled Networked Systems Journal Article
In: IEEE Internet of Things Journal, vol. 8, no. 10, pp. 8246-8258, 2021.
AdequateDL: Approximating Deep Learning Accelerators Proceedings Article
In: DDECS 2021 - 24th International Symposium on Design and Diagnostics of Electronic Circuits and Systems, pp. 37-40, IEEE, Vienna (virtual), Austria, 2021.
2020
Fast Cross-Layer Vulnerability Analysis of Complex Hardware Designs Proceedings Article
In: IEEE Computer Society Annual Symposium on VLSI (ISVLSI), pp. 328-333, IEEE, Limassol, Cyprus, 2020.
Towards Generic and Scalable Word-Length Optimization Proceedings Article
In: IEEE/ACM Design Automation and Test in Europe (DATE), pp. 1-6, Grenoble, France, 2020.
Energy-driven design space exploration of tiling-based accelerators for heterogeneous multiprocessor architectures Journal Article
In: Microprocessors and Microsystems, vol. 77, pp. 1–12, 2020, ISSN: 0141-9331.
Binary Classification Tree of Rigid Error Detection and Correction Techniques Journal Article
In: ACM Computing Surveys, vol. 53, no. 4, pp. 1-38, 2020, ISSN: 0360-0300.
2019
What You Simulate Is What You Synthesize: Designing a Processor Core from C++ Specifications Proceedings Article
In: 38th IEEE/ACM International Conference on Computer-Aided Design (ICCAD), pp. 1-8, IEEE, Westminster, CO, United States, 2019.
Run-time Coarse-Grained Hardware Mitigation for Multiple Faults on VLIW Processors Proceedings Article
In: Conference on Design and Architectures for Signal and Image Processing (DASIP), pp. 1-6, Montréal, Canada, 2019.
Multi-Carrier Spread-Spectrum Transceiver for WiNoC Proceedings Article
In: 13th IEEE/ACM International Symposium on Networks-on-Chip (NOCS), pp. 1-2, ACM, New York, United States, 2019.
Error Analysis of the Square Root Operation for the Purpose of Precision Tuning: a Case Study on K-means Proceedings Article
In: 30th IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP), pp. 1-8, IEEE, New York, United States, 2019.
Adaptive Transceiver for Wireless NoC to Enhance Multicast/Unicast Communication Scenarios Proceedings Article
In: IEEE Computer Society Annual Symposium on VLSI (ISVLSI), pp. 1-6, IEEE, Miami, United States, 2019.
What You Simulate Is What You Synthesize: Design of a RISC-V Core from C++ Specifications Workshop
RISC-V Workshop, Zurich, Switzerland, 2019.
Fixed-point refinement of digital signal processing systems Book Section
In: Digitally Enhanced Mixed Signal Systems, pp. 1-37, The Institution of Engineering and Technology, 2019.
Playing with Numbers for Energy Efficiency: an Introduction to Approximate Computing Presentation
Grenoble, France, 01.04.2019.
Approximation-aware Task Deployment on Asymmetric Multicore Processors Proceedings Article
In: 22nd IEEE/ACM Design, Automation and Test in Europe (DATE), pp. 1513-1518, IEEE, Florence, Italy, 2019.
Accelerating Itemset Sampling using Satisfiability Constraints on FPGA Proceedings Article
In: 22nd IEEE/ACM Design, Automation and Test in Europe (DATE), pp. 1046-1051, IEEE, Florence, Italy, 2019.
Fine-Grained Hardware Mitigation for Multiple Long-Duration Transients on VLIW Function Units Proceedings Article
In: 22nd IEEE/ACM Design, Automation and Test in Europe (DATE), pp. 976-979, IEEE, Florence, Italy, 2019.
Improving NILM by Combining Sensor Data and Linear Programming Proceedings Article
In: IEEE Sensors Applications Symposium (SAS), pp. 1-6, IEEE, Sophia Antipolis, France, 2019.
A Comprehensive Analysis of Approximate Computing Techniques: From Component- to Application-Level Presentation
Tutorial at 22nd IEEE/ACM Design, Automation and Test in Europe (DATE), 01.03.2019.
Noise Budgeting in Multiple-Kernel Word-Length Optimization Workshop
4th Workshop on Approximate Computing (AxC) , Florence, Italy, 2019.
Analysis of Finite Word-Length Effects in Fixed-Point Systems Book Section
In: Handbook of Signal Processing Systems, pp. 1063-1101, Springer, 2019.
2018
New metric for IQ imbalance compensation in optical QPSK coherent systems Journal Article
In: Photonic Network Communications, vol. 36, no. 3, pp. 326-337, 2018.
Run-Time management of energy-performance trade-off in Optical Network-on-Chip Proceedings Article
In: XXXIII Conference on Design of Circuits and Integrated Systems (DCIS), pp. 1-6, Lyon, France, 2018.
Imprecise Computation Task Mapping on Multi-Core Wireless Sensor Networks Book Section
In: Encyclopedia of Wireless Networks, pp. 1 - 6, 2018.
A Diversity Scheme to Enhance the Reliability of Wireless NoC in Multipath Channel Environment Proceedings Article
In: IEEE/ACM International Symposium on Networks-on-Chip (NOCS), Torino, Italy, 2018.
Energy-Quality-Time Optimized Task Mapping on DVFS-enabled Multicores Proceedings Article
In: IEEE/ACM Embedded Systems Week (ESWEEK), pp. 1-11, Torino, Italy, 2018.
A Comprehensive Analysis of Approximate Computing Techniques: From Component- to Application-Level Presentation
Tutorial at Embedded Systems Week (ESWEEK), 01.09.2018.
Controllable QoS for Imprecise Computation Tasks on DVFS Multicores with Time and Energy Constraints Journal Article
In: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, pp. 1 - 14, 2018.