Beyond Scaleup: Knowledge-aware Parsimony Learning from Deep Networks

Quanming Yao, Yongqi Zhang, Yaqing Wang +3

The brute-force scaleup of training datasets, learnable parameters and computation power, has become a prevalent strategy for developing more robust learning models. However, due t…