PhD

The LaTeX sources of my Ph.D. thesis
git clone https://esimon.eu/repos/PhD.git
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distribution distance.tex (532B)


      1 \begin{frame}{Distribution Distance Loss}%
      2 	\begin{columns}%
      3 		\begin{column}{6cm}%
      4 			\centering%
      5 			\input{mainmatter/fitb/problem 2.tex}%
      6 		\end{column}
      7 		\begin{column}{7cm}%
      8 			\begin{block}{Ensure Diversity}
      9 				\begin{equation*}
     10 					\loss{D}(\vctr{\phi}) = \kl(P(\rndm{R}\mid\vctr{\phi}) \mathrel{\|} \uniformDistribution(\relationSet))
     11 				\end{equation*}
     12 
     13 				\bigskip
     14 
     15 				At the level of the dataset (or mini-batch) the distribution of relations must be uniform.
     16 			\end{block}
     17 		\end{column}
     18 	\end{columns}
     19 \end{frame}