In Section 2.2, Definition 1 of this paper, it has the following:
Here, $x,y \subseteq X $ and $X$ is a set of $d$-dimensional vectors. $dist(x,y)$ stands for the Eucledian distance between $x$ and $y$.
What is the highlighted notation in points $1)$ and $3)$ ? ex: $N \subseteq X/\{x\}$
Can you explain those points in plain English?

It (probably, I can't access the full text of the paper) means "without". So $X \setminus \{x \}$ means "the set $X$ without the point $x$", but usually the backslash is used for that. The LaTeX command for the slash is "\setminus". It could also be quotient, for example used for groups, then $N / G$ means "$N$ modulo $G$".