PROBABILISTIC PROCEDURE PLANNING FOR INSTRUCTIONAL VIDEOS

    公开(公告)号:US20230153344A1

    公开(公告)日:2023-05-18

    申请号:US17984685

    申请日:2022-11-10

    CPC classification number: G06F16/532 G06N7/01

    Abstract: The present disclosure provides methods and apparatuses for probabilistic procedure planning for generating a plan based on a goal relating to an end state. In some embodiments, a method includes receiving a request from a user to generate an action plan comprising T intermediate actions between a start state and the end state. The method further includes constructing an input query matrix based on T, the start state, the end state, positional encodings, and pseudo-random noise information. The method further includes generating, using a machine learning transformer decoder, the action plan based on the input query matrix and a plurality of learnable vectors. The method further includes providing the action plan to the user. The action plan indicates a probability distribution of a plurality of distinct action sequences, to be performed by the user, that transform the start state to the end state.

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