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People with Alzheimer's disease and related dementias (ADRD) often show the problem of repetitive questioning, which brings a great burden on persons with ADRD (PwDs) and their caregivers. Conversational robots hold promise of coping with…

Robotics · Computer Science 2021-04-20 Fengpei Yuan , Amir Sadovnik , Ran Zhang , Devin Casenhiser , Eun Jin Paek , Si On Yoon , Xiaopeng Zhao

This study explores a novel approach to advancing dementia care by integrating socially assistive robotics, reinforcement learning (RL), large language models (LLMs), and clinical domain expertise within a simulated environment. This…

Artificial Intelligence · Computer Science 2025-01-30 Fengpei Yuan , Nehal Hasnaeen , Ran Zhang , Bryce Bible , Joseph Riley Taylor , Hairong Qi , Fenghui Yao , Xiaopeng Zhao

Individual cognitive stimulation therapy (iCST) is a non-pharmacological intervention for improving the cognition and quality of life of persons with dementia (PwDs); however, its effectiveness is limited by low adherence to delivery by…

Human-Computer Interaction · Computer Science 2025-07-21 Emmanuel Akinrintoyo , Nicole Salomons

Socially assistive robots are increasingly being designed to interact with humans in various therapeutical scenarios. We believe that one useful scenario is providing exercise coaching for Persons with Dementia (PwD), which involves unique…

Robotics · Computer Science 2019-09-27 Martin Cooney , Jacob Pihl , Hanna Larsson , Abbas Orand , Eren Erdal Aksoy

As social robots are increasingly introduced into dementia care, their embodied and interactive design may blur the boundary between artificial and lifelike entities, raising ethical concerns about robotic deception. However, it remains…

Human-Computer Interaction · Computer Science 2026-03-17 Fan Wang , Giulia Perugia , Yuan Feng , Wijnand IJsselsteijn

This study presents the development and testing of a conversational speech system designed for robots to detect speech biomarkers indicative of cognitive impairments in people living with dementia (PLwD). The system integrates a backend…

Computation and Language · Computer Science 2025-02-18 Rohith Perumandla , Young-Ho Bae , Diego Izaguirre , Esther Hwang , Andrew Murphy , Long-Jing Hsu , Selma Sabanovic , Casey C. Bennett

Deep learning (DL) techniques involving fine-tuning large numbers of model parameters have delivered impressive performance on the task of discriminating between language produced by cognitively healthy individuals, and those with…

Computation and Language · Computer Science 2022-03-28 Changye Li , David Knopman , Weizhe Xu , Trevor Cohen , Serguei Pakhomov

Effective dementia caregiving requires training and adaptive communication, but assistive AI and robotics are constrained by a lack of context-rich, privacy-sensitive data on how people living with Alzheimer's disease and related dementias…

Human-Computer Interaction · Computer Science 2026-04-01 Kruthika Gangaraju , Shu-Fen Wung , Kevin Berner , Jing Wang , Fengpei Yuan

Reminiscence therapy is an inexpensive non-pharmacological therapy commonly used due to its therapeutic value for PwD, as it can be used to promote independence, positive moods and behavior, and improve their quality of life. Caregivers are…

Human-Computer Interaction · Computer Science 2022-01-10 Soraia M. Alarcão , André Santana , Carolina Maruta , Manuel J. Fonseca

We present a novel method for training a social robot to generate backchannels during human-robot interaction. We address the problem within an off-policy reinforcement learning framework, and show how a robot may learn to produce…

Artificial Intelligence · Computer Science 2019-08-06 Nusrah Hussain , Engin Erzin , T. Metin Sezgin , Yucel Yemez

Reminiscence therapy (RT) is a common non-pharmacological intervention in dementia care. Recent technology-mediated interventions have largely focused on people with dementia through solutions that replace human facilitators with…

Human-Computer Interaction · Computer Science 2026-02-20 Celeste Seah , Yoke Chuan Lee , Jung-Joo Lee , Ching-Chiuan Yen , Clement Zheng

In robot-assisted therapy for individuals with Autism Spectrum Disorder, the workload of therapists during a therapeutic session is increased if they have to control the robot manually. To allow therapists to focus on the interaction with…

Robotics · Computer Science 2022-07-26 Michał Stolarz , Alex Mitrevski , Mohammad Wasil , Paul G. Plöger

Societies worldwide are rapidly entering a super-aged era, making elderly health a pressing concern. The aging population is increasing the burden on national economies and households. Dementia cases are rising significantly with this…

Artificial Intelligence · Computer Science 2025-06-03 Chanwoo Park , Anna Seo Gyeong Choi , Sunghye Cho , Chanwoo Kim

Large language models demonstrated state-of-the-art results on various reasoning tasks when applying the chain-of-thought (CoT) prompting technique. CoT prompting guides the model into breaking tasks into a few intermediate steps and…

Computation and Language · Computer Science 2024-10-11 Oxana Vitman , Nika Amaglobeli , Paul Plachinda

People living with dementia (PLWDs) face progressively declining abilities in medication management-from simple forgetfulness to complete task breakdown-yet most assistive technologies fail to adapt to these changing needs. This…

Robotics · Computer Science 2025-10-09 Kruthika Gangaraju , Tanmayi Inaparthy , Jiaqi Yang , Yihao Zheng , Fengpei Yuan

Large language model (LLM) based multi-turn dialogue systems often struggle to track dependencies across non-adjacent turns, undermining both consistency and scalability. As conversations lengthen, essential information becomes sparse and…

Computation and Language · Computer Science 2026-05-15 Renning Pang , Tian Lan , Leyuan Liu , Xiaoming Huang , Piao Tong , Xiaosong Zhang

Demographic shifts have led to an increase in mild cognitive impairment (MCI), and this study investigates the effects of cognitive training (CT) and reminiscence therapy (RT) conducted by humans or socially assistive robots (SARs) on…

Technologies can support people with early onset dementia (PwD) to aid them in Instrumental Activities of Daily Living (IADL). The integration of physical and virtual realities in Mixed reality technologies (MRTs) could provide scalable and…

Human-Computer Interaction · Computer Science 2021-07-16 Shital Desai , Arlene Astell

The phrase "most cruel and revolting crimes" has been used to describe some poor historical treatment of vulnerable impaired persons by precisely those who should have had the responsibility of protecting and helping them. We believe we…

Computers and Society · Computer Science 2020-05-15 Martin Cooney , Sepideh Pashami , Eric Järpe , Awais Ashfaq

Developing artificial intelligence based assistive systems to aid Persons with Dementia (PwD) requires large amounts of training data. However, data collection poses ethical, legal, economic, and logistic issues. Synthetic data generation…

Artificial Intelligence · Computer Science 2021-07-13 Muhammad Salman Shaukat , Bjarne Christian Hiller , Sebastian Bader , Thomas Kirste
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