continual learning

Continual zero-shot learning through semantically guided generative random walk
Learning novel concepts, remembering previous knowledge, and adapting it to future tasks occur simultaneously throughout a human’s …
Wenxuan Zhang, Paul Janson, Divyansh Jha, Kai Yi, Ivan Skorodov, Mohammed Elhoseiny
PDF Cite Code
Overcoming Generic Knowledge Loss with Selective Parameter Update
Adding knowledge to the model without destroying its generalization by finetuning small set of parameters
Wenxuan Zhang, Paul Janson, Rahaf Aljundi, Mohammed Elhoseiny
PDF Cite
Domain Aware Zero shot learning
Continual zero-shot learning involves learning seen classes incrementally while improving the ability to recognize unseen or …
Kai Yi, Paul Janson, Wenxuan Zhang, Mohammed Elhoseiny
PDF Cite
A Simple baseline that questions the use of pre-trained model in continual learning
A baseline that performs better without training in continual learning benchmarks
Paul Janson, Wenxuan Zhang, Rahaf Aljundi, Mohammed Elhoseiny
PDF Cite Code