ARIAL@IJCAI25 will be held on August 16 - 22, 2025, in Montreal, Canada. In this workshop, we invite previously unpublished and novel submissions in the following areas (pertaining to aging and rehabilitation), but not limited to: 

• Methods and protocols for multimodal data collection, data annotation, and data labeling with older adult populations.

• Data cleaning, curation, sharing, and harmonization.

• Data analytics and visualization techniques for older adults healthcare data.

• Methodologies for big data and large-scale machine learning, including cloud computing. 

• Methods for overcoming challenges in machine learning, such as managing incomplete, imbalanced, miss-labeled and noisy datasets. 

• Techniques for virtual rehabilitation, virtual coaches, and telemedicine.

• Development and deployment of long-term sensor-based remote monitoring systems.

• Audio/video, multimodal interaction for patient engagement, exercise monitoring, successful delivery of rehabilitation.

• Addressing privacy concerns of patient data, e.g., privacy-protecting sensing modalities, federated learning, and differential privacy.

• Machine learning and deep learning algorithms to identify anomalous, harmful, life-threatening, and abnormal behaviors in older care settings. 

• Machine learning approaches for analyzing electronic health record and administrative data.

• AI approaches for continuous streaming, monitoring, and analysis of health, activity, contextual, and online data for older adults.

• Techniques for handling data biases, and other biases related to sex, gender, ethnicity, and age (e.g., fair machine learning strategies). 

• Machine learning methods for measuring health indicators, and progression of physical and cognitive health, e.g., frailty, dementia, mental health, and gait stability.

• AI approaches for data fusion from multi-modal sensor interaction and ensemble algorithm development (e.g., multi-view learning approaches) for comprehensive care.

• Advanced deep learning techniques for medical informatics, aging and rehabilitation.

• Application of LLMs and Generative AI in geriatric healthcare and biomedical data processing.

• NLP for enhancing communication and monitoring in elderly care.

Submission Guidelines

The paper should be submitted to the ARIAL Workshop using EasyChair link in the LNCS/CCIS one-column page format. We will accept long papers (12-15 pages) and short papers (not less than 6 pages).

Publication

All the accepted papers will be published in the Springer's Communications in Computer and Information Science (CCIS) proceedings volume. 

Venue

The conference will be held in Montreal, Canada from August 16 - 22, 2025

Contact

All questions about submissions should be emailed to shehroz.khan@utoronto.ca / luca.romeo@unimc.it.