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Forget carrots and sticks: contracts and mediation are the surprisingly effective keys to unlocking cooperation between LLMs, even when individual incentives push toward defection.
Optimizing sponsored content in LLMs doesn't have to break the bank: IAMFM leverages multi-fidelity optimization and active counterfactuals to make VCG mechanisms computationally feasible.
