Memory Augmented Network is a neural architecture that integrates external memory with standard models to enhance reasoning and recall. NEC Labs America explores memory augmented networks for tasks requiring long-term dependencies, such as multimodal analytics and biomedical text mining. These networks improve interpretability and extend problem-solving capabilities, making them valuable tools in real-world applications where context retention is critical.