The AAGMM five-level model, validated in 750 simulations, shows higher governance maturity cuts agent sprawl by 94% and risk incidents by 96% while raising task completion rates by 33%.
LOKA Protocol.arXiv2025, 2504.10915
5 Pith papers cite this work. Polarity classification is still indexing.
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2026 5representative citing papers
Proposes layered architecture and three mechanisms (semantic propagation, identity/reputation, semantic-gradient design) for distributed agent networks with prototype simulations.
ERC-8004 adoption on Ethereum is registration-heavy with limited metadata, services, reputation, and cross-chain activity, plus high concentration in ownership and feedback networks.
SS-ZKR is a proposed privacy-preserving semantic routing protocol for multi-agent systems that combines blind intent vectors, adaptive sanitization, and spatial-to-cryptographic policy compilation to enable cross-boundary collaboration without exposing data to routing infrastructure.
AONA is a proposed four-layer overlay network architecture with dedicated node types and workflows for global, decentralized collaboration among AI agents.
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