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authorericmarin <maarin.eric@gmail.com>2026-06-21 15:38:35 +0200
committerericmarin <maarin.eric@gmail.com>2026-06-26 09:57:03 +0200
commitdbdd3ea807232b0be83d6a0eba9eb13011eb48e5 (patch)
tree308e0778743428c62032c6df0acb90a8ec06a467 /chapters/background
parent8d082714a1544de0c93f1963738b0db0e114df65 (diff)
downloadvein-dbdd3ea807232b0be83d6a0eba9eb13011eb48e5.tar.gz
vein-dbdd3ea807232b0be83d6a0eba9eb13011eb48e5.zip
related work + conclusion
Diffstat (limited to 'chapters/background')
-rw-r--r--chapters/background/01-neural-networks.tex2
-rw-r--r--chapters/background/03-satisfiability-modulo-theories.tex2
2 files changed, 2 insertions, 2 deletions
diff --git a/chapters/background/01-neural-networks.tex b/chapters/background/01-neural-networks.tex
index 848f65a..a1ecad2 100644
--- a/chapters/background/01-neural-networks.tex
+++ b/chapters/background/01-neural-networks.tex
@@ -2,7 +2,7 @@
\label{sec:neural-networks}
A neural network is a computational model inspired by biological neural networks. It consists of
-connected nodes called neuron, introduced in its early form by Rosenblatt et al.~\cite{rosenblatt1958perceptron}.
+connected nodes called neuron, introduced in its early form by Rosenblatt~\cite{rosenblatt1958perceptron}.
\textit{Multi-Layer Perceptrons} is an architecture composed of sequential layers, trained using
backpropagation as popularized by Rumelhart et al.~\cite{rumelhart1986learning}.
diff --git a/chapters/background/03-satisfiability-modulo-theories.tex b/chapters/background/03-satisfiability-modulo-theories.tex
index bd90559..a55d54d 100644
--- a/chapters/background/03-satisfiability-modulo-theories.tex
+++ b/chapters/background/03-satisfiability-modulo-theories.tex
@@ -19,6 +19,6 @@ To represent a ReLU activation $y = \max(0, x)$ in LRA, we must introduce a disj
(x > 0 \land y = x) \lor (x \le 0 \land y = 0)
\end{equation}
For a network with $N$ ReLU neurons, there are up to $2^N$ possible activation patterns. Solving the
-verification property requires the SMT solver, such as Z3 presented by Demura et al.~\cite{demoura2008z3},
+verification property requires the SMT solver, such as Z3 presented by De Moura et al.~\cite{demoura2008z3},
to implicitly explore this branching search space.