Federico Rossi

Orcid: 0000-0002-4906-6997

Affiliations:
  • University of Pisa, Department of Information Engineering, Italy


According to our database1, Federico Rossi authored at least 21 papers between 2019 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Neural networks in closed-loop systems: Verification using interval arithmetic and formal prover.
Eng. Appl. Artif. Intell., 2024

Towards Formal Verification of Neural Networks in Cyber-Physical Systems.
Proceedings of the NASA Formal Methods - 16th International Symposium, 2024

Statistical Model Checking of Cooperative Autonomous Driving Systems.
Proceedings of the Leveraging Applications of Formal Methods, Verification and Validation. Rigorous Engineering of Collective Adaptive Systems, 2024

Formal Methods for Attack Detection in Autonomous Driving Systems: The FORESEEN Project.
Proceedings of the IEEE International Conference on Autonomic Computing and Self-Organizing Systems, 2024

2023
Compressed Real Numbers for AI: a case-study using a RISC-V CPU.
CoRR, 2023

FPPU: Design and Implementation of a Pipelined Full Posit Processing Unit.
CoRR, 2023

Dynamic Power Consumption of the Full Posit Processing Unit: Analysis and Experiments.
Proceedings of the 14th Workshop on Parallel Programming and Run-Time Management Techniques for Many-Core Architectures and 12th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms, 2023

Decoding-Free Two-Input Arithmetic for Low-Precision Real Numbers.
Proceedings of the Next Generation Arithmetic - 4th International Conference, 2023

Speeding Up Non-archimedean Numerical Computations Using AVX-512 SIMD Instructions.
Proceedings of the Applications in Electronics Pervading Industry, Environment and Society, 2023

Evaluation of AI and Video Computing Applications on Multiple Heterogeneous Architectures.
Proceedings of the Applications in Electronics Pervading Industry, Environment and Society, 2023

2022
A Lightweight Posit Processing Unit for RISC-V Processors in Deep Neural Network Applications.
IEEE Trans. Emerg. Top. Comput., 2022

Small Reals Representations for Deep Learning at the Edge: A Comparison.
Proceedings of the Next Generation Arithmetic - Third International Conference, 2022

Design and FPGA Synthesis of BAN Processing Unit for Non-Archimedean Number Crunching.
Proceedings of the Applications in Electronics Pervading Industry, Environment and Society, 2022

2021
Novel Arithmetics in Deep Neural Networks Signal Processing for Autonomous Driving: Challenges and Opportunities.
IEEE Signal Process. Mag., 2021

Vectorizing posit operations on RISC-V for faster deep neural networks: experiments and comparison with ARM SVE.
Neural Comput. Appl., 2021

Experimental Results of Vectorized Posit-Based DNNs on a Real ARM SVE High Performance Computing Machine.
Proceedings of the Applications in Electronics Pervading Industry, Environment and Society, 2021

2020
Fast Approximations of Activation Functions in Deep Neural Networks when using Posit Arithmetic.
Sensors, 2020

Fast deep neural networks for image processing using posits and ARM scalable vector extension.
J. Real Time Image Process., 2020

A Novel Posit-based Fast Approximation of ELU Activation Function for Deep Neural Networks.
Proceedings of the IEEE International Conference on Smart Computing, 2020

2019
Novel Arithmetics to Accelerate Machine Learning Classifiers in Autonomous Driving Applications.
Proceedings of the 26th IEEE International Conference on Electronics, Circuits and Systems, 2019

A Fast Approximation of the Hyperbolic Tangent When Using Posit Numbers and Its Application to Deep Neural Networks.
Proceedings of the Applications in Electronics Pervading Industry, Environment and Society, 2019


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