2 papers
cs.LG2024
Caption, Create, Continue: Continual Learning with Pre-trained Generative Vision-Language Models
Indu Solomon, Aye Phyu Phyu Aung, Uttam Kumar +1
Continual learning (CL) enables models to adapt to evolving data streams without catastrophic forgetting, a fundamental requirement for real-world AI systems. However, the current…
cs.LG2024
U-TELL: Unsupervised Task Expert Lifelong Learning
Indu Solomon, Aye Phyu Phyu Aung, Uttam Kumar +1
Continual learning (CL) models are designed to learn new tasks arriving sequentially without re-training the network. However, real-world ML applications have very limited label in…