The Rainbow at the End of the Line --- A PPAD Formulation of the Colorful Carath\'eodory Theorem with Applications

TL;DR

This paper formulates the colorful Carathéodory problem within the PPAD complexity class, providing new insights into its computational complexity and related geometric problems, and offers a polynomial-time solution for a special case.

Contribution

It introduces a PPAD formulation for CCP, establishing its complexity class and connecting it to other geometric problems, with a polynomial-time algorithm for a specific case.

Findings

CCP lies in PPAD ∩ PLS complexity classes

Computing centerpoints and Tverberg partitions is in PPAD ∩ PLS

Polynomial-time algorithm for a special two-color case

Abstract

Let $C_1,...,C_{d+1}$ be $d+1$ point sets in $\mathbb{R}^d$, each containing the origin in its convex hull. A subset $C$ of $\bigcup_{i=1}^{d+1} C_i$ is called a colorful choice (or rainbow) for $C_1, \dots, C_{d+1}$, if it contains exactly one point from each set $C_i$. The colorful Carath\'eodory theorem states that there always exists a colorful choice for $C_1,\dots,C_{d+1}$ that has the origin in its convex hull. This theorem is very general and can be used to prove several other existence theorems in high-dimensional discrete geometry, such as the centerpoint theorem or Tverberg's theorem. The colorful Carath\'eodory problem (CCP) is the computational problem of finding such a colorful choice. Despite several efforts in the past, the computational complexity of CCP in arbitrary dimension is still open. We show that CCP lies in the intersection of the complexity classes PPAD and PLS. This makes it one of the few geometric problems in PPAD and PLS that are not known to be solvable in polynomial time. Moreover, it implies that the problem of computing centerpoints, computing Tverberg partitions, and computing points with large simplicial depth is contained in $\text{PPAD} \cap \text{PLS}$. This is the first nontrivial upper bound on the complexity of these problems. Finally, we show that our PPAD formulation leads to a polynomial-time algorithm for a special case of CCP in which we have only two color classes $C_1$ and $C_2$ in $d$ dimensions, each with the origin in its convex hull, and we would like to find a set with half the points from each color class that contains the origin in its convex hull.