The reciprocity gradient allows agents to learn near-optimal context-sensitive policies by analytically propagating reward gradients through reputation chains in multi-agent settings.
Taxonomy of Opponent Regimes and Sanity Checks.To rigorously evaluate the reciprocity gradient, we conduct extensive experiments across a wide spectrum of opponent populations
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The Reciprocity Gradient
The reciprocity gradient allows agents to learn near-optimal context-sensitive policies by analytically propagating reward gradients through reputation chains in multi-agent settings.