Abstract.1. Introduction2. Preliminary Work3. Diversity Regularized StarGAN3.1. Multi-style Chinese Font Generation3.2. StarGAN for Multi-style Chinese Font Generation3.3. Diversity Regularization for StarGAN Training 4. Numerical Experiments4.1. Experimental Settings4.2. Experimental Results 5. Conclusion