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Research questionHow can contact-rich assistive robots be evaluated for physically safe interaction beyond task completion?Task success can conceal unsafe or physically invalid contact during assistive care. Meaningful assessment must account for how the robot physically interacts with the person, not only whether it completes the requested action.
Alignment & Safety
Evaluation & Benchmarks
Health
Robotics
Latest papersRecent research connected to this question, newest first.A Physics-Consistent Benchmark for Contact-Rich Human-Robot Interaction in Assistive CareThe evidence concerns robot-assisted bathing evaluated with a deformable, passively responding human model, physics-aware and task-level scores, and a frozen vision-only/scorer-only protocol. Simulated responses were calibrated against force-indentation measurements from impedance pushes on a medical-care manikin; reported results show that safety and correct-region screening can substantially reduce apparent task success.research paper · Sep 2, 2026
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