🤖 AI Summary
This paper addresses the pronounced geographic concentration of Ethereum validators in the Atlantic region—primarily the EU and the U.S. East Coast. To investigate its drivers, we propose a latency-calibrated agent-based modeling framework that systematically compares single-source versus multi-source block-building paradigms in their impact on geographic decentralization. Our results show that the multi-source paradigm accelerates validator migration toward North American network hubs due to lower inter-node latency, whereas the single-source paradigm exhibits slower convergence. Moreover, protocol-level parameters and source-node placement exert only limited mitigating effects on this centralization trend. The core contribution is the first quantitative demonstration that block-building architecture functions as an adjustable lever shaping validator geography—revealing its causal influence on spatial distribution. This work provides both theoretical grounding and empirical evidence for leveraging protocol-layer design to enhance global geographic decentralization.
📝 Abstract
Decentralization has a geographic dimension that conventional metrics such as stake distribution overlook. Where validators run affects resilience to regional shocks (outages, disasters, government intervention) and fairness in reward access. Yet in permissionless systems, locations cannot be mandated, but they emerge from incentives. Today, Ethereum's validators cluster along the Atlantic (EU and U.S. East Coast), where latency is structurally favorable. This raises a key question: when some regions already enjoy latency advantages, how does protocol design shape validator incentives and the geography of (de)centralization? We develop a latency-calibrated agent-based model and compare two Ethereum block-building paradigms: a Single-Source Paradigm (SSP), akin to MEV-Boost, where proposers fetch full blocks from a relay that also propagates them; and a Multi-Source Paradigm (MSP), where proposers aggregate value from multiple sources and broadcast the block themselves. Simulations show that SSP concentrates around relay placement but more slowly, since proximity mainly affects propagation, and the marginal value of time is relatively uniform across regions. MSP centralizes faster: aggregating across sources makes marginal value location-dependent, amplifying payoff dispersion and migration toward latency minima. Source placement and consensus settings can dampen or intensify these effects, though once validators are already clustered, the impact of source placement on decentralization is marginal. In most cases, North America consistently emerges as the focal hub. These findings show that protocol design materially shapes validator geography and offer levers for promoting geographical decentralization.