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Augusto Berndt
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Logic synthesis meets machine learning: Trading exactness for generalization
S Rai, WL Neto, Y Miyasaka, X Zhang, M Yu, Q Yi, M Fujita, GB Manske, ...
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2021
292021
Fast logic optimization using decision trees
BA De Abreu, A Berndt, IS Campos, C Meinhardt, JT Carvalho, M Grellert, ...
2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021
162021
Accuracy and size trade-off of a cartesian genetic programming flow for logic optimization
A Berndt, IS Campos, B Lima, M Grellert, JT Carvalho, C Meinhardt, ...
2021 34th SBC/SBMicro/IEEE/ACM Symposium on Integrated Circuits and Systems …, 2021
102021
A CGP-based logic flow: optimizing accuracy and size of approximate circuits
AAS Berndt, B Abreu, IS Campos, B Lima, M Grellert, JT Carvalho, ...
Journal of Integrated Circuits and Systems 17 (1), 1-12, 2022
42022
A Review of Machine Learning in Logic Synthesis
AAS Berndt, M Fogaça, C Meinhardt
Journal of Integrated Circuits and Systems 17 (3), 1-12, 2022
22022
Exploring constant signal propagation to optimize neural network circuits
A Berndt, C Meinhardt, AI Reis, PF Butzen
2021 34th SBC/SBMicro/IEEE/ACM Symposium on Integrated Circuits and Systems …, 2021
22021
Reduction of neural network circuits by constant and nearly constant signal propagation
AAS Berndt, A Mishchenko, PF Butzen, AI Reis
Proceedings of the 32nd Symposium on Integrated Circuits and Systems Design, 1-6, 2019
22019
Optimizing machine learning logic circuits with constant signal propagation
A Berndt, C Meinhardt, AI Reis, PF Butzen
Integration 87, 293-305, 2022
12022
Aprendizagem Curricular Aplicada à Programação Genética Cartesiana para Otimização Lógica de Circuitos Digitais
N Sachetti, BM Lima, A Berndt, C Meinhardt, JT Carvalho
Anais do Computer on the Beach 14, 456-458, 2023
2023
Adaptive Batch Size CGP: Improving Accuracy and Runtime for CGP Logic Optimization Flow
BM Lima, N Sachetti, A Berndt, C Meinhardt, JT Carvalho
European Conference on Genetic Programming (Part of EvoStar), 149-164, 2023
2023
A Decision Tree Synthesis Flow for Precise and Approximate Circuits
IS Campos, A Berndt, BA de Abreu, JT Carvalho, M Grellert, C Meinhardt
2022 IEEE 15th Dallas Circuit And System Conference (DCAS), 1-4, 2022
2022
Boolean optimization of neural network circuits using signal probabilities and approximate computing through constant propagation
AAS Berndt
2020
Rushing the CGP Logic Optimization Flow
BM Lima, N Sachetti, A Berndt, C Meinhardt, JT Carvalho
Exploring Curriculum Learning on a CGP Logic Optimization Flow
N Sachetti, BM Lima, A Berndt, C Meinhardt, JT Carvalho
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Articles 1–14