Streaming LifeLong Learning With Any-Time Inference
Soumya Banerjee,Vinay Kumar Verma,Vinay P. Namboodiri,Soumya Banerjee,Vinay Kumar Verma,Vinay P. Namboodiri
Despite rapid advancements in the lifelong learning (LL) research, a large body of research mainly focuses on improving the performance in the existing static continual learning (CL) setups. These methods lack the ability to succeed in a rapidly changing dynamic environment, where an AI agent needs to quickly learn new instances in a ‘single pass' from the non-i.i.d (also possibly temporally conti...
