Pandora Box Problem with Nonobligatory Inspection: Hardness and Approximation Scheme
Hu Fu, Jiawei Li, Daogao Liu
Abstract
Weitzman (1979) introduced the Pandora Box problem as a model for sequential search with inspection costs, and gave an elegant index-based policy that attains provably optimal expected payo . In various scenarios, the searching agent may select an option without making a costly inspection. The variant of the Pandora box problem with non-obligatory inspection has attracted interest from both economics and algorithms researchers. Various simple algorithms have proved suboptimal, with the best known 0.8-approximation algorithm due to Guha et al. (2008) . No hardness result for the problem was known. In this work, we show that it is NP-hard to compute an optimal policy for Pandora's problem with nonobligatory inspection. We also give a polynomial-time approximation scheme (PTAS) that computes policies with an expected payo at least (1 -)-fraction of the optimal, for arbitrarily small > 0. On the side, we show the decision version of the problem to be in NP.
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- Weitzman's Rule for Pandora's Box with CorrelationsEvangelia Gergatsouli, Christos TzamosNeurIPS 2023 · 19 citations
- Pandora's Problem with Nonobligatory Inspection: Optimal Structure and a PTASHedyeh Beyhaghi, Linda CaiSTOC 2023 · 8 citations
- Pandora's Problem with DeadlinesBen Berger, Tomer Ezra, Michal Feldman, Federico FuscoAAAI 2024 · 6 citations
- Improved Regret and Contextual Linear Extension for Pandora's Box and Prophet InequalityJunyan Liu, Ziyun Chen, Kun Wang, Haipeng Luo et al.NeurIPS 2025 · 5 citations
- Combinatorial Markov SearchRobin Bowers, Elias Lindgren, Bo WaggonerSTOC 2026 · 3 citations
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