Network Space Search for Pareto-Efficient Spaces

    公开(公告)号:US20230064692A1

    公开(公告)日:2023-03-02

    申请号:US17846007

    申请日:2022-06-22

    Applicant: MediaTek Inc.

    Abstract: According to a network space search method, an expanded search space is partitioned into multiple network spaces. Each network space includes a plurality of network architectures and is characterized by a first range of network depths and a second range of network widths. The performance of the network spaces is evaluated by sampling respective network architectures with respect to a multi-objective loss function. The evaluated performance is indicated as a probability associated with each network space. The method then identifies a subset of the network spaces that has the highest probabilities, and selects a target network space from the subset based on model complexity.

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