From 8db9ea21f2d77b3423b04fa0738a2977f2d81f05 Mon Sep 17 00:00:00 2001 From: Tobias Eidelpes Date: Thu, 16 Dec 2021 21:15:35 +0100 Subject: [PATCH] Start Explainability section --- trustworthy-ai.tex | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/trustworthy-ai.tex b/trustworthy-ai.tex index cb4fd8f..b74d5d4 100644 --- a/trustworthy-ai.tex +++ b/trustworthy-ai.tex @@ -326,6 +326,13 @@ suffer. \subsection{Explainability} +Recent advances in artificial intelligence can mostly be attributed to an +ever-increasing model complexity, made possible by massive deep neural networks +(DNNs) and other similarly complex architectures. Due to their size models are +treated as black-boxes with no apparent way to know how a particular prediction +came to be. This lack of explainability disallows humans to trust artificial +intelligence systems especially in critical areas such as medicine. + \subsection{Privacy} \subsection{Accountability and Auditability}