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.
We propose a memory-augmented model architecture with disaggregated computation infrastructure for fiber sensing event recognition. By leveraging geo-distributed computingresources in optical networks, this approach empowers end-users to customize models while ensuring dual privacy protection.
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NEC Laboratories America, Inc. (NEC Labs) is the US-based center for NEC Corporation’s global network of corporate research laboratories. Our diverse research groups collaborate with industry, academia and governments to provide disruptive solutions to complex problems. A leader in the integration of IT and network technologies with more than 100 years of expertise, NEC provides a combination of products and solutions that cross-utilize the company’s experience and global resources to meet the complex and ever-changing needs of its customers.