Real-time on-device continual learning is needed for new applications such as home robots,
user personalization on smartphones, and augmented/virtual reality headsets. However, this …

Cerebral palsy (CP) is the most common cause of physical disability during childhood,
occurring at a rate of 2.1 per 1000 live births. Early diagnosis is key to improving functional …

Asymmetric data classification presents a significant challenge in machine learning (ML).
While ML algorithms are known for their ability to classify symmetric data effectively …

Although deep neural networks perform well on many individual tasks, they suffer from
catastrophic forgetting when learning new tasks continually. Recently, various continual …

Executive summary Employers in the Netherlands are obliged to have specific work
equipment inspected to guarantee a safe workplace based on the 'Arbobesluit'(Working …

Incremental learning (IL) enables the adaptation of artificial agents to dynamic environments
in which data is presented in streams. This type of learning is needed when access to past …