Continual Learning

More Resources:




Meta-Learning Representations for Continual Learning

*Understanding the Role of Training Regimes in Continual Learning

Learning Causal Models Online (IRM + CL)

Continual Invariant Risk Minimization (IRM + CL) Another: Bilevel CL

*A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning (ICLR2020)

CL theory:

CL and generalization:

*How neural networks find generalizable solutions: Self-tuned annealing in deep learning

CL and neuro-inspired approaches:

Brain-inspired replay for continual learning with artificial neural networks

Continual Learning Through Synaptic Intelligence

Alleviating catastrophic forgetting using context-dependent gating and synaptic stabilization