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認知ロボティクスarXiv:2401.16205

CognitiveOS:あらゆるロボットに生成AIを付与する大規模マルチモーダルモデルベースのシステム

CognitiveOS: Large Multimodal Model based System to Endow Any Type of Robot with Generative AI

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多様なロボットに適用可能な認知ロボット向けOSを提案。トランスフォーマーベースのモジュールを内部モノローグで連携させ、適応性と拡張性を実現し、推論タスクで高い性能を示した。

著者: Artem Lykov, Mikhail Konenkov, Koffivi Fidèle Gbagbe, Mikhail Litvinov, Denis Davletshin, Aleksey Fedoseev, Miguel Altamirano Cabrera, Robinroy Peter, Dzmitry Tsetserukou

分類: cs.RO

原文アブストラクト

This paper introduces CognitiveOS, the first operating system designed for cognitive robots capable of functioning across diverse robotic platforms. CognitiveOS is structured as a multi-agent system comprising modules built upon a transformer architecture, facilitating communication through an internal monologue format. These modules collectively empower the robot to tackle intricate real-world tasks. The paper delineates the operational principles of the system along with descriptions of its nine distinct modules. The modular design endows the system with distinctive advantages over traditional end-to-end methodologies, notably in terms of adaptability and scalability. The system's modules are configurable, modifiable, or deactivatable depending on the task requirements, while new modules can be seamlessly integrated. This system serves as a foundational resource for researchers and developers in the cognitive robotics domain, alleviating the burden of constructing a cognitive robot system from scratch. Experimental findings demonstrate the system's advanced task comprehension and adaptability across varied tasks, robotic platforms, and module configurations, underscoring its potential for real-world applications. Moreover, in the category of Reasoning it outperformed CognitiveDog (by 15%) and RT2 (by 31%), achieving the highest to date rate of 77%. We provide a code repository and dataset for the replication of CognitiveOS: link will be provided in camera-ready submission.

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