5 citations · 16 across the 6 of their papers we have counts for
4 papers · 1 filter
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning
Prashant Bhat, Bharath Renjith, Elahe Arani +1
Continual learning (CL) remains one of the long-standing challenges for deep neural networks due to catastrophic forgetting of previously acquired knowledge. Although rehearsal-bas…
Task-Aware Information Routing from Common Representation Space in Lifelong Learning
Prashant Bhat, Bahram Zonooz, Elahe Arani
Intelligent systems deployed in the real world suffer from catastrophic forgetting when exposed to a sequence of tasks. Humans, on the other hand, acquire, consolidate, and transfe…
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach
Prashant Bhat, Bahram Zonooz, Elahe Arani
Continual learning (CL) over non-stationary data streams remains one of the long-standing challenges in deep neural networks (DNNs) as they are prone to catastrophic forgetting. CL…
Consistency is the key to further mitigating catastrophic forgetting in continual learning
Prashant Bhat, Bahram Zonooz, Elahe Arani
Deep neural networks struggle to continually learn multiple sequential tasks due to catastrophic forgetting of previously learned tasks. Rehearsal-based methods which explicitly st…