However, trying to keep the shared space too pure inevitably leads to sparseness, for which we additionally introduce the density constraint L dense for this purpose.
the objective of the density constraint L dense is to push the soft-private features from the private embeddings closer to the shared ones, such that the shared space is encouraged to being dense rather than being too sparse, resolving the sparseness of the shared space.