Reviews: Time-series Generative Adversarial Networks

Neural Information Processing Systems 

Originality: The work appears original to me, but it is not the first on GANs using temporal data. There is previous work on temporal GANs used to generate video sequences (Masaki Saito et al, Temporal Generative Adversarial Nets with Singular Value Clipping). This previous work also calls their approach TGAN, but appears to be different. It may be better to use a different name for the method presented in this work. It would be good to point out differences between the approaches. Quality: The submission appears technically sound to me, I didn't check every detail though.