CARGO: Carbon-Aware Gossip Orchestration in Smart Shipping
Smart shipping operations increasingly depend on collaborative AI, yet the underlying data are generated across vessels with uneven connectivity, limited backhaul, and clear commercial sensitivity. In such settings, server-coordinated FL remains a weak systems assumption, depending on a reachable aggregation point and repeated wide-area synchronization, both of which are difficult to guarantee in maritime networks. A serverless gossip approach therefore represents a more natural approach, but existing methods still treat communication mainly as an optimization bottleneck, rather than as a resource that must be managed jointly with carbon cost, reliability, and long-term participation bala...
| Authors | Alexandros S. Kalafatelis, Nikolaos Nomikos, Vasileios Nikolakakis et al. |
|---|---|
| Primary category | cs.AI |
| Published | 29 March 2026 |
| Last updated at source | 29 March 2026 |
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