The genus $\gamma(g)$ of a graph $g$ is the minimal integer $n$ such that the graph can be embedded in a surface of genus $n$ without any crossings.
Let's focus on connected, simple graphs (no loops, no multi-edges).
What is the minimal graph of genus $n$?
For $n=0$, the singleton graph, just a vertex, no edges should do.
For $n=1$, the smallest 'toroidal graph' is the 'pentatope' or $K_5$ graph, the complete graph with $5$ vertices and $10$ edges. For a 'graphical proof' see Is the following embedding of $k5$ on torus not a 2-cell embedding? If not, how can we get the 2-cell embedding of $k5$ on the torus?.
For $n=2$, there is a 'double-toroidal' graph with $8$ vertices and $22$ edges

In Mathematica, it is g=GraphData[{"DoubleToroidal",{8,2}}]... and seems to be missing in the house of graphs.
The respective graph complement is the 3-dipyramidal graph GraphData[{"Dipyramid",3}] (plus 3 singletons/ single vertices) which can also be found at https://houseofgraphs.org/graphs/450
For $n=3$, there is a 'pretzel' graph with $9$ vertices, e.g., $K_9$ with $36$ edges but the house of graph lists a genus 3 graph with $32$ vertices: https://houseofgraphs.org/graphs/394
... that can be imported to Mathematica and displayed with Graph[CanonicalGraph[ImportString["H~z\z~~", "Graph6"]], GraphLayout->"CircularEmbedding",VertexLabels->Automatic]
This graph can be constructed from the complete graph with $9$ vertices by removing $4$ unlinked, single edges (put differently, the graph complement consists of a singleton/ single vertex and $4$ $P_2$ graphs).
I have not seen any claim in that direction, so,
Is this graph the minimal genus 3 graph?
For $n=4$, there is a 'genus n' graph with $10$ vertices, e.g., $K_{10}$ with $45$ edges but the house of graph lists a genus 4 graph with $44$ vertices: https://houseofgraphs.org/graphs/150
This must be the graph constructed from the complete graph by removing one edge (here $1-2$)
Is this graph the minimal genus 4 graph?
References
- https://en.wikipedia.org/wiki/Planar_graph
- https://en.wikipedia.org/wiki/Graph_embedding
- https://en.wikipedia.org/wiki/Toroidal_graph
- https://en.wikipedia.org/wiki/Genus_(mathematics)
- https://mathworld.wolfram.com/Double-ToroidalGraph.html
- https://mathworld.wolfram.com/PretzelGraph.html
- https://mathworld.wolfram.com/GraphGenus.html
- Is there a minimum number of vertices that a graph must have to be of a given genus?
- Genus of a graph and planarity
- Genus of a graph
- Why can the complete graph K5 be embedded on a torus?
- can graph $K_5$ be embedded in a Möbius band?
Not quite sure:
- It seems that one issue is the lack of a simple and effective way to calculate the genus of a graph and test more graphs
- The other issue is that there is no 'simple' proof to show a genus n graph (derived by edge deletion from the complete graph) is minimal
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