Neural Pub/Sub uses a MAPE-K loop with Walrasian price signals on service DAGs to achieve autonomic federated orchestration that matches centralized welfare under gross-substitutes assumptions and outperforms baselines in small-scale experiments.
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In non-modular polymatroidal service markets, revenue-optimal DSIC mechanisms cannot also be credible for strategic operators, with tight welfare-loss bounds on the Cost of Non-Credibility across network topologies.
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Autonomic Federated-Market Orchestration for the Edge-Cloud Continuum
Neural Pub/Sub uses a MAPE-K loop with Walrasian price signals on service DAGs to achieve autonomic federated orchestration that matches centralized welfare under gross-substitutes assumptions and outperforms baselines in small-scale experiments.
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Credibility Trilemma in Polymatroidal Service Markets
In non-modular polymatroidal service markets, revenue-optimal DSIC mechanisms cannot also be credible for strategic operators, with tight welfare-loss bounds on the Cost of Non-Credibility across network topologies.