Truthful budget-feasible online mechanisms for submodular procurement achieve constant consistency (6) and robustness (146), and an offline lower bound shows predictions do not beat 2.
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Online Budget-Feasible Mechanism Design with Predictions
Truthful budget-feasible online mechanisms for submodular procurement achieve constant consistency (6) and robustness (146), and an offline lower bound shows predictions do not beat 2.