Continual Learning, also known as lifelong learning, is the ability of machine learning systems to continuously acquire new knowledge from a stream of data while preserving previously learned information, avoiding the problem of catastrophic forgetting.
Sources:
- Parisi et al.: Continual Lifelong Learning with Neural Networks
- Aljundi et al.: Memory Aware Synapses: Learning What (Not) to Forget