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A flexible language model-assisted electronic design automation framework
Cristian Sestito, Panagiota Kontou, Pratibha Verma, Atish Dixit, Alexandros D. Keros, Michael O'Boyle, Christos-Savvas Bouganis, Themis Prodromakis
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Unifying Digital Discovery of Electronic Materials with EMOS
Atish Dixit, Alexandros D. Keros, S. Mishra, B. Rowlinson, J. Cole, S. Ramamoorthy, Themis Prodromakis
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A Multilevel Reinforcement Learning Framework for PDE-based Control
We introduce a multilevel reinforcement learning framework to reduce computational costs associated with model dynamics represented by coupled PDEs, offering significant savings compared to traditional methods. By leveraging sublevel models and an approximate multilevel Monte Carlo estimate, our approach demonstrates improved efficiency in solving control problems with stochastic PDE-based environments.
Atish Dixit
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A Multilevel Reinforcement Learning Framework for PDE-based Control