5 citations · 8 across the 4 of their papers we have counts for
4 papers
Continual Zero-Shot Learning through Semantically Guided Generative Random Walks
Wenxuan Zhang, Paul Janson, Kai Yi +2
Learning novel concepts, remembering previous knowledge, and adapting it to future tasks occur simultaneously throughout a human's lifetime. To model such comprehensive abilities,…
Overcoming Generic Knowledge Loss with Selective Parameter Update
Wenxuan Zhang, Paul Janson, Rahaf Aljundi +1
Foundation models encompass an extensive knowledge base and offer remarkable transferability. However, this knowledge becomes outdated or insufficient over time. The challenge lies…
A Simple Baseline that Questions the Use of Pretrained-Models in Continual Learning
Paul Janson, Wenxuan Zhang, Rahaf Aljundi +1
With the success of pretraining techniques in representation learning, a number of continual learning methods based on pretrained models have been proposed. Some of these methods d…
Domain-Aware Continual Zero-Shot Learning
Kai Yi, Paul Janson, Wenxuan Zhang +1
Modern visual systems have a wide range of potential applications in vision tasks for natural science research, such as aiding in species discovery, monitoring animals in the wild,…