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\documentclass[aspectratio=169,handout]{beamer}
\usefonttheme{professionalfonts}
\usepackage{algo}
\usetheme{moloch} % new metropolis
% fonts
\usepackage{fontspec}
@@ -20,6 +21,20 @@
\usepackage{lete-sans-math}
\usepackage{booktabs}
\def\etal{\emph{et~al.}}
\def\Real{\mathbb{R}}
\def\Proj{\mathbb{P}}
\def\Hyper{\mathbb{H}}
\def\Integer{\mathbb{Z}}
\def\Natural{\mathbb{N}}
\def\Complex{\mathbb{C}}
\def\Rational{\mathbb{Q}}
\let\N\Natural
\let\Q\Rational
\let\R\Real
\let\Z\Integer
\def\Rd{\Real^d}
\newcommand{\e}{\varepsilon}
\title{Connectivity Interdiction \& \\ Perturbed Graphic Matroid Cogirth}
\date{\today}
@@ -31,23 +46,30 @@
\maketitle
\section{Connectivity interdiction}
\begin{frame}{Connectivity interdiction}
\textit{What is the maximum change of edge connectivity in a network when some limited set of edges is being removed?}
\pause
\medskip
\begin{problem}[{[Zenklusen ORL'14]}]
Let $G=(V,E)$ be a graph with edge weights $w:E\to\mathbb{Z}_+$ and edge removal costs $c:E\to\mathbb{Z}_+$ and let $B\in \mathbb Z_+$ be the budget.
\begin{problem}[connectivity interdiction {[Zenklusen ORL'14]}]
Let $G=(V,E)$ be a graph with edge weights $w:E\to\Z_+$ and edge removal costs $c:E\to\Z_+$ and let $B\in \mathbb Z_+$ be the budget.
Find $F\subset E$ with $w(F)\leq B$ s.t. the min-cut in $G-F$ is minimized.
\end{problem}
\pause
\medskip
connectivity interdiction $\approx$ min-cut + knapsack
Is there an FPTAS?
\pause\medskip
\begin{problem}[$B$-free min-cut]
Given the same input, define weight function for cuts
\[ w'(\delta(X))=\min_{F\subset \delta(X),c(F)\leq B} w(\delta(X)-F)\]
Find the cut with minimum weight $w'$.
\end{problem}
\end{frame}
\begin{frame}{Applications}
\begin{itemize}
\item drag delivery
\item nuclear smuggling
\item hospital infection control
\item ...
\end{itemize}
\end{frame}
\begin{frame}{Previous works}
\begin{table}[h]
\centering
@@ -55,36 +77,43 @@ Is there an FPTAS?
\toprule
unit cost $w(\cdot)=1$ & general case & random? & ref \\
\midrule
$O(m^2n^4\log n)$ & $O(m^{2+1/\varepsilon}n^4\log n)$ & $\times$ & [Zenklusen ORL'14] \\
$O(mn^4\log^2 n)$ & $O(m^{1+1/\varepsilon}n^4\log^2 n)$ & $\checkmark$ & [Zenklusen ORL'14] \\
$\tilde O(m+n^4 B)$ & $O(\frac{m^2n^4}{\varepsilon}\log(Bnw_{\max}))$ & $\times$ & [C.-C. Huang et al. IPCO'24]\\
$\tilde O(n^3m\log w_{\max})$ & - & $\checkmark$ & [Drange et al. AAAI'26]\\
$\tilde O(m^2+n^3B)$ & $\tilde O(m^2+mn^3+\frac{n^3}{\varepsilon})$ & $\times$ & this work\\
$\tilde O(m+n^3B)$ & $\tilde O(mn^3+\frac{n^3}{\varepsilon})$ & $\checkmark$ & this work\\
$O(m^2n^4\log n)$ & $O(m^{2+1/\e}n^4\log n)$ & $\times$ & [Zenklusen ORL'14] \\
$O(mn^4\log^2 n)$ & $O(m^{1+1/\e}n^4\log^2 n)$ & $\checkmark$ & [Zenklusen ORL'14] \\
$\tilde O(m+n^4 B)$ & $O(\frac{m^2n^4}{\e}\log(Bnw_{\max}))$ & $\times$ & [Huang \etal{} IPCO'24]\\
$\tilde O(n^3m\log w_{\max})$ & - & $\checkmark$ & [Drange \etal{} AAAI'26]\\
$\tilde O(m^2+n^3B)$ & $\tilde O(m^2+mn^3+\frac{n^3}{\e})$ & $\times$ & this work\\
$\tilde O(m+n^3B)$ & $\tilde O(mn^3+\frac{n^3}{\e})$ & $\checkmark$ & this work\\
\bottomrule
\end{tabular}
\caption{PTASes for connectivity interdiction}
\end{table}
\end{frame}
\begin{frame}{Method in [C.-C. Huang et al. IPCO'24]}
They use an intemediate problem called \emph{normalized min-cut}.
\begin{problem}[{[Chalermsook ICALP'22]}]
Given the same input as connectivity interdiction, find a cut $C$ and a subset of its edges $F\subset C$ satisfying $0\leq c(F)\leq B$, so that $\frac{w(C-F)}{B-c(F)+1}$ is minimized.
\begin{frame}{Method in [Huang \etal{} IPCO'24]}
\begin{problem}[\emph{normalized min-cut} {[Chalermsook \etal{} ICALP'22]}]
Given the same input as connectivity interdiction, find
\[\argmin_{\text{cut $C$}, F\subset C} \frac{w(C-F)}{B-c(F)+1} \quad s.t. \quad 0\leq c(F)\leq B.\]
\end{problem}
\pause\medskip
Normalized min-cut is first considered in [Chalermsook ICALP'22] as a subproblem in MWU framework when solving minimum $k$-edge connected spanning subgraph (ECSS) problem.
First considered in [Chalermsook \etal{} ICALP'22] as a subproblem in MWU framework when solving minimum $k$-edge connected spanning subgraph (ECSS) problem.
\end{frame}
\pause\medskip
...
\begin{frame}{Method in [Huang \etal{} IPCO'24]}
Let $\tau$ be a $(1+\e)$-approximation to the normalized min-cut and let $C^*$ be the optimal $B$-free cut.
\begin{lemma}
$C^*$ is a $(2+2\e)$-approximate min-cut in $(G,w_\tau)$,
where $w_\tau(e)=\min(\tau c(e),w(e))$ is the truncated edge weight.
\end{lemma}
\end{frame}
\begin{frame}{LP method}
\begin{equation*}
\begin{aligned}
\min& & \sum_{e} x_e w(e)& & & \\
s.t.& & \sum_{e\in T} x_e+y_e&\geq 1 & &\forall T\quad \text{($x+y$ is a cut)}\\
s.t.& & \sum_{e\in T} x_e+y_e&\geq 1 & &\forall \text{spanning tree $T$}\quad \text{($x+y$ is a cut)}\\
& & \sum_{e} y_e c(e) &\leq B & &\text{(budget for $F$)}\\
& & y_e,x_e&\in\{0,1\} & &\forall e
\end{aligned}