Edge Cloud Collaborative Intelligence

Edge cloud collaborative intelligence (ECCI) aims to optimize the performance and efficiency of AI applications by distributing computational tasks between cloud servers and edge devices. Current research focuses on developing collaborative frameworks that leverage diverse model architectures, such as transformers and generative AI models, and employ techniques like federated learning and hybrid model parallelism to overcome resource limitations and privacy concerns. This approach is significant for enabling resource-efficient deployment of complex AI applications, particularly in latency-sensitive domains like autonomous driving and real-time video processing, while addressing challenges related to bandwidth constraints and data security.