2 papers
cs.LG2024
Linked Adapters: Linking Past and Future to Present for Effective Continual Learning
Dupati Srikar Chandra, P. K. Srijith, Dana Rezazadegan +1
Continual learning allows the system to learn and adapt to new tasks while retaining the knowledge acquired from previous tasks. However, deep learning models suffer from catastrop…
cs.LG2022
Continual Learning with Dependency Preserving Hypernetworks
Dupati Srikar Chandra, Sakshi Varshney, P. K. Srijith +1
Humans learn continually throughout their lifespan by accumulating diverse knowledge and fine-tuning it for future tasks. When presented with a similar goal, neural networks suffer…