Truthful constant-approximation mechanisms for four or more facilities

Develop a strategyproof-in-expectation mechanism with a constant-factor social-cost approximation guarantee for every number of facilities \(k\geq 4\).

Background

The Random-Anchor Volume mechanism achieves a constant-factor approximation to optimal social cost for every k, but the paper proves that its strategyproofness in expectation stops at k=3: for every k≥4, the mechanism is manipulable. The authors therefore identify the construction of a different mechanism as a principal unresolved direction.

One suggested approach is to replace the adjacent-gap volume with a more general weight Δ~p(xS)=ϕ(z0,z1,,zk1)\widetilde{\Delta}_p(\mathbf{x}_S)=\phi(z_0,z_1,\ldots,z_{k-1}), where the z-values are the sorted anchor and selected reports, and to determine whether a suitable choice of ϕ\phi can simultaneously restore strategyproofness in expectation and preserve a constant-factor approximation.

References

The most intriguing future direction is to obtain a truthful in expectation mechanism with constant social cost approximation bound for k\geq 4. One possible approach is to modify the adjacent-gap volume used by . In particular, one could replace it by a more general weight of the form \widetilde{\Delta}p(\mathbf{x}_S)=\phi(z_0,z_1,...,z{k-1}) where z_0,z_1,...,z_{k-1} are the locations of the anchor p and the reported locations in \mathbf{x}_S, arranged in nondecreasing order. It would be interesting to determine whether an appropriate choice of \phi can restore strategyproofness in expectation for k\geq 4 while retaining a constant-factor approximation guarantee. We leave this as an open direction for future work.

Anchoring for Truthfulness: The Random-Anchor Volume Mechanism for Multi-Facility Location  (2608.16550 - Aziz et al., 17 Aug 2026) in Section Discussion, subsection “Extending beyond \(k\geq 4\)”

The most immediate question is whether, for every fixed $k\geq 4$, there exists a randomized strategyproof mechanism with an approximation ratio independent of the number of agents on the line.

Product Gap Mechanisms for Multi-Facility Location  (2608.19633 - Jia, 20 Aug 2026) in Section Discussion and open questions

It would therefore be interesting either to modify Product-Gap so as to restore strategyproofness, or to identify a fundamentally different mechanism for larger $k$.

Product Gap Mechanisms for Multi-Facility Location  (2608.19633 - Jia, 20 Aug 2026) in Section Discussion and open questions

In particular, it remains open to understand whether, for fixed $k$ and $d$, there are randomized strategyproof mechanisms for $k$-facility location in $Rd$ whose approximation ratios depend only on $k$ and $d$, rather than on the number of agents.

Product Gap Mechanisms for Multi-Facility Location  (2608.19633 - Jia, 20 Aug 2026) in Section Discussion and open questions