Optimal approximation constant for simple revenue mechanisms
Determine the optimal universal constant c such that, for a single additive buyer with independently distributed item values, c\,\max(\operatorname{SRev},\operatorname{BRev})\geq\operatorname{OPT}, where \operatorname{SRev} is the optimal revenue from selling items separately, \operatorname{BRev} is the optimal revenue from selling the grand bundle, and \operatorname{OPT} is the revenue of the optimal mechanism.
References
The optimal constant is still unknown, and the best lower bound on the approximation ratio is $2$~\citep{rubinstein2016}.
— Cogentic: Multi-Agent Orchestration for Automated Proof Discovery
(2609.40324 - Cai et al., 30 Sep 2026) in Section 3, “Simple versus Optimal Revenue for an Additive Buyer”