That paper explicitly states that the implementation is proprietary and the paper is not intended to describe the implementation itself. The paper focuses on the design considerations, technical challenges, and lessons learned from developing and deploying SynthID at scale. It explicitly omits critical implementation details such as the neural network architecture, training process and the loss functions used. The paper is really focused on deployment, not on SynthID's actual implementation.