A comparison-based gradient estimation algorithm for sequential multi-issue resource trading between two greedily rational agents guarantees strict utility improvements per accepted trade and asymptotic convergence to the Pareto front under mild assumptions.
The fawkes agent—the anac 2013 negotiation contest winner.Next Frontier in Agent-Based Complex Automated Negotiation, pages 143–151
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Sequential Resource Trading Using Comparison-Based Gradient Estimation
A comparison-based gradient estimation algorithm for sequential multi-issue resource trading between two greedily rational agents guarantees strict utility improvements per accepted trade and asymptotic convergence to the Pareto front under mild assumptions.