Parameter Efficient Continual Learning for Sparse Event-Based Transformers

Vaishnavi Nagabhushana, Kartikay Agrawal, Ayon Borthakur

Robotic and edge intelligence systems operate in dynamic environments where data arrives continuously, requiring models to adapt while preserving previously learned knowledge under…