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TICK: A Knowledge Processing Infrastructure for Cognitive Trust in Human-Robot Interaction
Mohammed Diab1, Yiannis Demiris1
1Personal Robotics Laboratory, Imperial College London, South Kensington Campus, London, UK.
A new Trust-Inferring Infrastructure for Cognitive Knowledge (TICK) framework enhances human-robot interaction by enabling shared knowledge and trust assessment. This system improves robot understanding and trustworthiness in real-world scenarios.
Area of Science:
- Robotics
- Artificial Intelligence
- Cognitive Science
Background:
- Assessing trust in human-robot interaction (HRI) is crucial for social and assistive robotics.
- Existing systems lack a unified cognitive infrastructure for shared knowledge and trust evaluation.
- The need for domain-agnostic solutions that promote trust in HRI is growing.
Purpose of the Study:
- To introduce and evaluate the Trust-Inferring Infrastructure for Cognitive Knowledge (TICK) for HRI domains.
- To develop a domain-agnostic ontology for shared knowledge encompassing behavior, beliefs, intentions, and situational awareness.
- To enable participants to take actions that build trust with other parties in HRI.
Main Methods:
- Developed a layered, domain-agnostic ontology for shared knowledge.
- Introduced the TICK framework with three constructs: performance, process, and purpose.
- Integrated a multimodal sensory module for enhanced robot reasoning and validated through real-world scenarios and lab experiments.
Main Results:
- TICK enhances robot capabilities in understanding human intentions, situational awareness, and personalized behavior.
- Robot trustworthiness evolved based on performance, with trust automatically assessed via proximity and recommendation adherence.
- Experiments demonstrated the scalability and flexibility of TICK in a kitchen domain handover task.
Conclusions:
- The TICK framework provides a robust cognitive infrastructure for assessing and building trust in HRI.
- The multimodal sensory integration and layered ontology allow for adaptable and effective human-robot collaboration.
- The study validates TICK's potential for diverse HRI applications requiring trust and shared understanding.
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