Disaggregated Inference is the division of AI processing tasks across multiple computing layers, such as cloud, edge, and device. NEC Labs America applies disaggregated inference to reduce latency, improve throughput, and optimize energy consumption. This ensures that large AI models can be used effectively in real-time sensing and communication environments, advancing scalable and distributed AI deployment.
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.