AI Research 79% 1 min readJul 7, 2026, 2:40 PM

Responsible Personalisation: The Double-Edged Sword of Personalisation in Human-Robot Interaction

30-second summary

Researchers propose a new framework to address ethical risks in personalised human-robot interactions, highlighting how embodiment and social presence can amplify or create new risks.

Key takeaways
  • Personalisation in human-robot interaction (HRI) introduces unique ethical risks due to robots' physical and social presence.
  • Existing literature on responsible personalisation in HRI is fragmented and lacks a structured approach.
  • A new lifecycle-based framework addresses ethical risks by considering the context and embodiment of robots.
  • The framework aims to guide ethical development and deployment of personalised robotic systems.
Full story

A new study published on arXiv introduces a structured framework for understanding and mitigating ethical risks in personalised human-robot interaction (HRI). The research argues that existing literature on responsible personalisation in HRI is fragmented, with isolated discussions of ethical concerns that fail to capture how these risks emerge across different interaction contexts.

The proposed framework adopts a lifecycle-based and context-sensitive approach, emphasising the role of robots' embodiment and social presence in shaping these risks. Unlike traditional AI systems, robots interact physically and socially with humans, which can both magnify existing ethical issues and introduce entirely new ones. The authors ground their framework in an embodiment-aware perspective, ensuring it accounts for the unique dynamics of HRI.

This work is particularly timely as personalisation becomes a defining feature of advanced robotic systems, from companion robots to industrial assistants. The framework aims to guide developers, policymakers, and researchers in designing and deploying personalised HRI systems that prioritise ethical considerations from the outset.

Source: Responsible Personalisation: The Double-Edged Sword of Personalisation in Human-Robot Interaction. Read the full piece at the source.

Why this matters
Developers

Provides a structured approach to identify and mitigate ethical risks in personalised HRI systems.

Businesses

Helps companies deploying robotic systems to ensure responsible personalisation and avoid reputational or legal risks.

Students

Offers a comprehensive framework for understanding ethical challenges in AI-driven robotics.

Everyone

Highlights the importance of ethical considerations in the growing field of personalised robotics.

Glossary
Human-Robot Interaction (HRI)
The study of interactions between humans and robots, focusing on how robots can be designed to interact safely and effectively with people.
Embodiment-aware perspective
An approach that considers the physical and social presence of robots as central to their interaction with humans.
Sources · 1
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