Complex sentence: Each input is connected with its k-nearest input vectors (according to Euclidean distance metric) and all k-nearest neighbors are connected with each other.
Split into simpler sentences: Each input is connected with its k-nearest input vectors (according to Euclidean distance metric). Also, all k-nearest neighbors are connected with each other.