ServiceNow; Mila - Quebec AI Institute, Université de Montréal, HEC Montréal, Canada CIFAR AI Chair; HEC Montréal, Canada CIFAR AI Chair; Mila - Quebec AI Institute, Université de Montréal
Oleksiy Ostapenko, Pau Rodriguez, Massimo Caccia, Laurent Charlin
continual learning;modularity;compositionality;neverending learning;lifelong learning;plasticity;plasticity-stability dilemma;task incremental learning;multitask learning;routing;dynamic architectures;model growing;out-of-distribution generalization;OOD;parameter sharing
Continual Learning via Local Module Composition