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Diameter Shortcut Sets on Temporal Graphs

Gerome Quantmeyer

TL;DR

The paper addresses reducing the diameter of temporal graphs by introducing Temporal Diameter Shortcut Sets (TDSS) and a translation framework that uses a modified static expansion to apply static shortcut constructions in the temporal setting. On temporal paths with directed footprints, TDSS coincide with static shortcut-set results, enabling direct transfer of static methods to the temporal domain. The key contributions are (i) a precise TDSS definition that does not constrain added reachabilities, (ii) results showing path-level equivalence and independence, and (iii) a translation approach via a static expansion G_S(G) that yields valid temporal shortcuts with provable diameter guarantees. The framework provides a foundation for leveraging static TC-spanner results in temporally constrained networks and opens directions for refining expansions, extending to broader graph classes, and tightening size/distance bounds.

Abstract

Shortcut sets are a vital instrument for reducing the diameter of a static graph and, consequently, its shortest path complexity, which is relevant in numerous subfields of graph theory. We explore the notion of shortcut sets in temporal graphs, which incorporate a discrete time model into the graph, rendering each edge accessible exclusively at specific points in time. This not only alters the underlying assumptions of regular graphs but also substantially increases the complexity of path problems and reachability. In turn, a temporal graph is often a much more realistic and accurate representation of a real-world network. In this thesis we provide a definition for a shortcut set in a temporal graph and explore differences to classic shortcut sets. Utilizing this definition, we show that temporal and regular shortcut sets yield the same results on temporal paths, enabling the application of existing construction algorithms for static shortcut sets on paths. The primary contribution of this thesis is a translation approach for general temporal graphs that utilizes the static expansion of a temporal graph, allowing the conversion of static shortcut sets into temporal shortcut sets, yielding similar results.

Diameter Shortcut Sets on Temporal Graphs

TL;DR

The paper addresses reducing the diameter of temporal graphs by introducing Temporal Diameter Shortcut Sets (TDSS) and a translation framework that uses a modified static expansion to apply static shortcut constructions in the temporal setting. On temporal paths with directed footprints, TDSS coincide with static shortcut-set results, enabling direct transfer of static methods to the temporal domain. The key contributions are (i) a precise TDSS definition that does not constrain added reachabilities, (ii) results showing path-level equivalence and independence, and (iii) a translation approach via a static expansion G_S(G) that yields valid temporal shortcuts with provable diameter guarantees. The framework provides a foundation for leveraging static TC-spanner results in temporally constrained networks and opens directions for refining expansions, extending to broader graph classes, and tightening size/distance bounds.

Abstract

Shortcut sets are a vital instrument for reducing the diameter of a static graph and, consequently, its shortest path complexity, which is relevant in numerous subfields of graph theory. We explore the notion of shortcut sets in temporal graphs, which incorporate a discrete time model into the graph, rendering each edge accessible exclusively at specific points in time. This not only alters the underlying assumptions of regular graphs but also substantially increases the complexity of path problems and reachability. In turn, a temporal graph is often a much more realistic and accurate representation of a real-world network. In this thesis we provide a definition for a shortcut set in a temporal graph and explore differences to classic shortcut sets. Utilizing this definition, we show that temporal and regular shortcut sets yield the same results on temporal paths, enabling the application of existing construction algorithms for static shortcut sets on paths. The primary contribution of this thesis is a translation approach for general temporal graphs that utilizes the static expansion of a temporal graph, allowing the conversion of static shortcut sets into temporal shortcut sets, yielding similar results.

Paper Structure

This paper contains 17 sections, 12 theorems, 12 figures, 1 table, 1 algorithm.

Key Result

Corollary 1

Given a static graph $G=(V,E)$ and $a,b,c\in V$. If $a$ reaches $b$ and $b$ reaches $c$, then $a$ also reaches $c$.

Figures (12)

  • Figure 1: Example of a temporal graph
  • Figure 2: Static Expansion of the temporal graph $\mathcal{G}\xspace$ (see \ref{['fig:exampleTemporalGraph']})
  • Figure 3: Example of a non-strict ($P_1$) and strict ($P_2$) Temporal Journey
  • Figure 4: Transitivity of Reachability
  • Figure 5: Counter Example for the Rechability Constraint
  • ...and 7 more figures

Theorems & Definitions (27)

  • Corollary 1: Transitivity of Reachability
  • Definition 1: Static Transitive Closure
  • Definition 2: Static Shortcut Set
  • Definition 3: Temporal Graph
  • Definition 4: Temporal Path
  • Definition 5: Base Diameter
  • Corollary 2
  • Definition 6: Temporal Diameter Shortcut Set (TDSS)
  • Definition 7: Temporal Break
  • Lemma 1
  • ...and 17 more