AI-Model Network: Concept, Current State and Future

Short summary

Researchers propose AI-ModelNet, a framework for interconnecting heterogeneous AI models to enable capability sharing and collaborative reasoning—inspired by the Internet's design for computer collaboration. Addressing cost and complexity challenges in large model deployment, it supports lightweight, private, and domain-specific models working together. The paper presents architecture, prototype validation, and application cases as foundations for next-generation multi-model AI systems.

• •AI-ModelNet proposes model interconnection paradigm inspired by Internet architecture
• •Addresses deployment costs and complexity through lightweight, domain-specific alternatives
• •Includes prototype validation and research directions for multi-model AI systems

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