Abstract
This paper introduces GA³Ops (Graph-Augmented Agentic AIOps), a framework leveraging trust-governed digital twins for autonomous cloud workload intelligence. The system integrates graph neural networks, temporal reasoning, and multi-agent reinforcement learning to enable self-healing, adaptive cloud operations with quantifiable trust guarantees.
Full abstract will be updated with the published version link.
Paper Details
Technologies & Methods
Trust-Hierarchical Knowledge Graph (THKG)
Trust-Governed Neural Network (TGNN)
Variational Autoencoder (VAE)
Temporal Fusion Transformer
CMDP
Dyna-Q
MARL
LangGraph
Amazon Neptune
AWS SageMaker
Digital Twins
Agentic AI
Full Paper
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