Samsung Electronics Co., Ltd.

Peter Morris

Jinseong Kim

Hyesun Hong

A scheduling method performed by a computing apparatus includes: generating an input vector including a resource status and metadata of each of tasks for parallel execution; determining an action for the input vector by executing an actor network based on the input vector; performing first resource scheduling for each of the tasks based on the determined action; performing second resource scheduling for each of the tasks based on the input vector; evaluating performance of first resource scheduling results of the first resource scheduling and second resource scheduling results of the second resource scheduling, for each of the tasks, using a critic network; selecting one of the first and second resource scheduling results for each of the tasks based on a result of the evaluating; and allocating resources to each of the tasks based on a resource scheduling result selected for each of the tasks.

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Suwon-si, South Korea

Peter Morris