Is there some simple characterization of weak convergence of sequences in the space $\ell_\infty$? If yes, is there some similar claim for nets?
I was only able to come up with a characterization of sequential weak convergence using limit along ultrafilters, which I will describe below. I wonder whether there is some insight into this characterization. (E.g. whether there is some simple reformulations which does not use ultralimits.) Moreover, I do not know whether at least this characterization works for nets, too.
We have the following result describing weak convergence in $C(K)$, see e.g. Corollary 3.138, p.140 in Banach Space Theory by Fabian, Habala et al. (It is a consequence of Rainwater theorem and characterization of extreme points of unit ball in $C(K)^*$.)
Let $K$ be a compact topological space. Let $\{f_n\}$ be a bounded sequence in $C(K)$ and $f\in C(K)$. Then, if $f_n\to f$ pointwise, we have $f_n\overset{w}\to f$.
Moreover we have isometric isomorphism between $\ell_\infty$ and $C(\beta\mathbb N)$, which is described e.g. in the Wikipedia article on Stone–Čech compactification or in Chapter 15 of Carothers' book A short course on Banach space theory. This isomorphism assigns to each bounded sequence $(x_n)$ the continuous function $\overline x$ on $\beta\mathbb N$ defined by $$\overline x(\mathscr U) = \operatorname{\mathscr U-lim} x_n,$$ where $\operatorname{\mathscr U-lim} x_n$ denotes the ultralimit of $x_n$ w.r.t the ultrafilter $\mathscr U$.
Combining the above results we get the following characterization:
Let $f^{(n)},f\in\ell_\infty$. The sequence $f^{(n)}$ converges to $f$ weakly if and only if for every ultrafilter $\mathscr U$ $$\lim_{n\to\infty} \operatorname{\mathscr U-lim} f^{(n)}= \operatorname{\mathscr U-lim} f.$$
(The above claim for principal ultrafilters is just a pointwise convergence. But in the above claim the equality is required for free ultrafilters, too.)
In Dunford and Schwartz' Linear Operators Part 1: General Theory (DS) there is a characterization of weakly convergent sequences, appearing in item IV.6.31:
DS IV.6.31: In $\ell_\infty$ the sequence $(f_n)$ converges to $f$ weakly if and only if it is bounded and, together with every subsequence, converges to $f$ quasi-uniformly.
In the above, "quasi-uniformly convergent" means: 1) pointwise convergence, and 2) for every $n_0$ and every $\epsilon>0$ there exists a finite number of indices $\alpha_1,\ldots,\alpha_n\ge n_0$ such that for each $m$ $$\min_{1\le i\le n}|f_{\alpha_i}(m)−f(m)|<ϵ.$$
Actually, this characterization is for more general $B(S)$ spaces. Here $S$ is an arbitrary set and $B(S)$ is the set of all bounded scalar-valued functions on $S$ equipped with the sup norm.
I'm not entirely sure that this is different in spirit from your characterization. Here is an outline of the proof of IV.6.31:
In Dunford-Schwartz IV.6.19-20, the space $B(S)$ is identified (with the aid of the Stone-Weierstrass Theorem) with a certain $C(K)$ space with $K$ compact (namely $K$ is the set of non-zero, continuous, multiplicative continuous functionals in the closed unit sphere of $\cal U^*$, where $\cal U$ is $B(S)$ regarded as an algebra). Weak convergence of sequences in $B(S)$ is identified with weak convergence of the corresponding sequence in $C(K)$. Moreover, in the identification of $B(S)$ with $C(K)$, $S$ is identified as a dense subset of $K$. The result IV.6.31 follows from your characterization of weak sequential convergence in a $C(K)$ space and item IV.6.30 in DS:
DS IV.6.30: Let $A$ be a dense subset of a compact Hausdorff space $S$, and suppose that a sequence $\{f_n\}$ of continuous functions converges at every point of $A$ to a continuous limit $f_0$. Then $\{f_n\}$ converges to $f_0$ at every point of $S$ if and only if $\{f_n\}$ and every subsequence of $\{f_n\}$ converges to $f_0$ quasi-uniformly on $A$.