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タスクプランニングarXiv:2210.07335

料理レシピ生成のためのFOON構築と探索

FOON Creation and Traversal for Recipe Generation

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機能物体指向ネットワーク(FOON)を人手で構築し、反復深化探索やヒューリスティクスを用いて目標の料理を作る手順を自動生成する手法を提案した論文。

著者: Raj Patel

分類: cs.RO, cs.AI

原文アブストラクト

Task competition by robots is still off from being completely dependable and usable. One way a robot may decipher information given to it and accomplish tasks is by utilizing FOON, which stands for functional object-oriented network. The network first needs to be created by having a human creates action nodes as well as input and output nodes in a .txt file. After the network is sizeable, utilization of this network allows for traversal of the network in a variety of ways such as choosing steps via iterative deepening searching by using the first seen valid option. Another mechanism is heuristics, such as choosing steps based on the highest success rate or lowest amount of input ingredients. Via any of these methods, a program can traverse the network given an output product, and derive the series of steps that need to be taken to produce the output.

関連論文

PR本紙発行元 EmplifAI