Part 1: Problem Statement

Link

A tree $$$T=(V, E)$$$ has $$$n$$$ vertices and $$$n-1$$$ edges, the weight of each vertex $$$i$$$ is $$$a_i$$$.

For each edge $$$e$$$, you can determine its direction, i.e., for two vertices $$$u, v$$$, there are two states: $$$u \rightarrow v$$$ and $$$v \rightarrow u$$$. There are $$$2^{n-1}$$$ states in total.

For each state $$$S$$$, we define $$$f(S)$$$ as

$$$f(S) := \sum\limits_{(u, v) \in V \times V, v\,\text{is reachable from}\,u} |a_u - a_v|$$$.

Compute the sum of $$$f(S)$$$ over all $$$2^{n-1}$$$ states $$$S$$$, modulo $$$998244353$$$.

Example:

Suppose $$$n=3$$$, and two edges connect $$$(1, 2), (2, 3)$$$, respectively. $$$a_1 = 3, a_2 = 1, a_3 = 2$$$, the answer is $$$14$$$.

Constraints: $$$2 \leq n \leq 2 \cdot 10^5$$$, $$$1 \leq a_i \leq 10^9$$$.

Part 2: My idea

My only attempt is using the counting twice trick:

$$$ans = 2\sum\limits_{(u, v) \in V \times V, u < v}|a_u - a_v|2^{n-1-d(u, v)} = \sum\limits_{(u, v) \in V \times V, u < v}|a_u - a_v|2^{n-d(u, v)}$$$, but I don't know how to solve it in $$$O(n)$$$ or $$$O(nlogn)$$$.

Maybe we could use $$$d(u, v) = d(u) + d(v) - 2d(lca(u, v))$$$?