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- W4386242015 abstract "Mask optimization is a vital step in the VLSI manufacturing process in advanced technology nodes. As one of the most representative techniques, optical proximity correction (OPC) is widely applied to enhance printability. Since conventional OPC methods consume prohibitive computational overhead, recent research has applied machine learning techniques for efficient mask optimization. However, existing discriminative learning models rely on a given dataset for supervised training, and generative learning models usually leverage a proxy optimization objective for end-to-end learning, which may limit the feasibility. In this paper, we pioneer introducing the reinforcement learning (RL) model for mask optimization, which directly optimizes the preferred objective without leveraging a differentiable proxy. Intensive experiments show that our method outperforms state-of-the-art solutions, including academic approaches and commercial toolkits." @default.
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- W4386242015 date "2023-01-01" @default.
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- W4386242015 title "RL-OPC: Mask Optimization with Deep Reinforcement Learning" @default.
- W4386242015 doi "https://doi.org/10.1109/tcad.2023.3309745" @default.
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