Decay-hard sampling: to imitate the behavior that human gradually increase the difficulty of their learning materials at different stages, we propose a decay-hard sampling strategy which decays the margin in Equation (4) with the training process going on.
(2015) introduces a straightforward negative sampling strategy to improve the assignment of subjects and objects on a convolution neural network.