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.
A payment channel net- work fee allocation strategy integrating auction theory,
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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.