VERSE: Virtual-Gradient Aware Streaming Lifelong Learning with Anytime Inference
Soumya Banerjee,Vinay K. Verma,Avideep Mukherjee,Deepak Gupta,Vinay P. Namboodiri,Piyush Rai,Soumya Banerjee,Vinay K. Verma,Avideep Mukherjee,Deepak Gupta,Vinay P. Namboodiri,Piyush Rai
Lifelong learning or continual learning is the problem of training an AI agent continuously while also preventing it from forgetting its previously acquired knowledge. Streaming lifelong learning is a challenging setting of lifelong learning with the goal of continuous learning in a dynamic non-stationary environment without forgetting. We introduce a novel approach to lifelong learning, which is ...
