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Lorenzo Servadei
Lorenzo Servadei
Head of AI for Chip Design, Sony AI
Verified email at sony.com
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Year
A survey of graph neural networks for electronic design automation
DS Lopera, L Servadei, GN Kiprit, S Hazra, R Wille, W Ecker
2021 ACM/IEEE 3rd Workshop on Machine Learning for CAD (MLCAD), 1-6, 2021
422021
A machine learning approach for area prediction of hardware designs from abstract specifications
E Zennaro, L Servadei, K Devarajegowda, W Ecker
2018 21st Euromicro Conference on Digital System Design (DSD), 413-420, 2018
232018
A comprehensive survey on electronic design automation and graph neural networks: Theory and applications
D Sánchez, L Servadei, GN Kiprit, R Wille, W Ecker
ACM Transactions on Design Automation of Electronic Systems 28 (2), 1-27, 2023
182023
Accurate cost estimation of memory systems utilizing machine learning and solutions from computer vision for design automation
L Servadei, E Mosca, E Zennaro, K Devarajegowda, M Werner, W Ecker, ...
IEEE Transactions on Computers 69 (6), 856-867, 2020
152020
Embedded systems’ automation following omg’s model driven architecture vision
W Ecker, K Devarajegowda, M Werner, Z Han, L Servadei
2019 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2019
152019
Rtl delay prediction using neural networks
DS Lopera, L Servadei, VP Kasi, S Prebeck, W Ecker
2021 IEEE Nordic Circuits and Systems Conference (NorCAS), 1-7, 2021
132021
Formal verification methodology in an industrial setup
K Devarajegowda, L Servadei, Z Han, M Werner, W Ecker
2019 22nd Euromicro Conference on Digital System Design (DSD), 610-614, 2019
132019
Label-aware ranked loss for robust people counting using automotive in-cabin radar
L Servadei, H Sun, J Ott, M Stephan, S Hazra, T Stadelmayer, DS Lopera, ...
ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022
122022
Few-shot user-definable radar-based hand gesture recognition at the edge
G Mauro, M Chmurski, L Servadei, M Pegalajar-Cuellar, ...
IEEE Access 10, 29741-29759, 2022
102022
Improving radar human activity classification using synthetic data with image transformation
R Hernangómez, T Visentin, L Servadei, H Khodabakhshandeh, ...
Sensors 22 (4), 1519, 2022
92022
Cross-modal learning of graph representations using radar point cloud for long-range gesture recognition
S Hazra, H Feng, GN Kiprit, M Stephan, L Servadei, R Wille, R Weigel, ...
2022 IEEE 12th Sensor Array and Multichannel Signal Processing Workshop (SAM …, 2022
82022
Scene-adaptive radar tracking with deep reinforcement learning
M Stephan, L Servadei, J Arjona-Medina, A Santra, R Wille, G Fischer
Machine Learning with Applications 8, 100284, 2022
72022
Accurate and robust malware detection: Running XGBoost on runtime data from performance counters
R Elnaggar, L Servadei, S Mathur, R Wille, W Ecker, K Chakrabarty
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021
72021
Using machine learning for predicting area and firmware metrics of hardware designs from abstract specifications
L Servadei, E Zennaro, T Fritz, K Devarajegowda, W Ecker, R Wille
Microprocessors and Microsystems 71, 102853, 2019
72019
Accurate cost estimation of memory systems inspired by machine learning for computer vision
L Servadei, E Zennaro, K Devarajegowda, M Manzinger, W Ecker, R Wille
2019 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2019
72019
Medical monkeys: A crowdsourcing approach to medical big data
L Servadei, R Schmidt, C Eidelloth, A Maier
On the Move to Meaningful Internet Systems. OTM 2017 Workshops: Confederated …, 2018
72018
Late Breaking Results From Hybrid Design Automation for Field-coupled Nanotechnologies
S Hofmann, M Walter, L Servadei, R Wille
2023 60th ACM/IEEE Design Automation Conference (DAC), 1-2, 2023
62023
Utilizing explainable ai for improving the performance of neural networks
H Sun, L Servadei, H Feng, M Stephan, A Santra, R Wille
2022 21st IEEE International Conference on Machine Learning and Applications …, 2022
52022
Early RTL delay prediction using neural networks
DS Lopera, L Servadei, S Prebeck, W Ecker
Microprocessors and Microsystems 94, 104671, 2022
52022
Deep reinforcement learning for optimization at early design stages
L Servadei, JH Lee, JAA Medina, M Werner, S Hochreiter, W Ecker, ...
IEEE Design & Test 40 (1), 43-51, 2022
52022
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