Search Results for author: Xavier Timoneda

Found 2 papers, 0 papers with code

Reinforcement Learning for Scalable Logic Optimization with Graph Neural Networks

no code implementations4 May 2021 Xavier Timoneda, Lukas Cavigelli

Logic optimization is an NP-hard problem commonly approached through hand-engineered heuristics.

reinforcement-learning

Radiation pattern prediction for Metasurfaces: A Neural Network based approach

no code implementations15 Jul 2020 Hamidreza Taghvaee, Akshay Jain, Xavier Timoneda, Christos Liaskos, Sergi Abadal, Eduard Alarcón, Albert Cabellos-Aparicio

Concretely, we show that this method is able to learn and predict the parameters governing the reflected wave radiation pattern with an accuracy of a full wave simulation (98. 8%-99. 8%) and the time and computational complexity of an analytical model.

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