An attention-based PPO agent that jointly selects Lightning Network nodes and allocates channel capacities outperforms baseline heuristics in simulation, and its deployment is associated with modest increases in measured decentralization metrics.
Rational economic be- haviours in the bitcoin lightning network,
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Joint Combinatorial Node Selection and Resource Allocations in the Lightning Network using Attention-based Reinforcement Learning
An attention-based PPO agent that jointly selects Lightning Network nodes and allocates channel capacities outperforms baseline heuristics in simulation, and its deployment is associated with modest increases in measured decentralization metrics.