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deep tech Semiconductor Engineering October 25, 2026

Neural Networks Speed 3nm Nanosheet SPICE Simulation (TU Munich)

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Researchers at Technical University of Munich published “NN-Based Transistor Modeling for Ultra-Fast SPICE Simulation and Standard Cell Library Characterization.” Abstract : “Neural network (NN)-based transistor models have proven to be a promising solution to accelerate device modeling. Although these models demonstrated remarkable speedup in circuit simulations, they were not rigorously tested in complex tasks within standard EDA tool flows for chip design, which require very high transistor m

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