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cs.LG2023
Efficient Expansion and Gradient Based Task Inference for Replay Free Incremental Learning
Soumya Roy, Vinay K Verma, Deepak Gupta
This paper proposes a simple but highly efficient expansion-based model for continual learning. The recent feature transformation, masking and factorization-based methods are effic…
cs.LG2023
VERSE: Virtual-Gradient Aware Streaming Lifelong Learning with Anytime Inference
Soumya Banerjee, Vinay K. Verma, Avideep Mukherjee +3
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 li…