Before revision:  We show that our approach excels on a number of benchmarks like the sequential MNIST or multiplication problems, and enables reconstruction of dynamical systems which harbor widely different time scales .
After revision:  We show that our approach excels on a number of benchmarks like the sequential MNIST or multiplication problems, and enables reconstruction of dynamical systems which harbor widely differing time scales, and show that our method is also en par with other long-range architectures like LSTMs on several tasks .