Reposted by Arthur
NEW PAPER
Shapley value explanations have been a very popular Explainable AI technique commonly used with the aim to improve transparency of black box machine learning models.
Excellently led by @alcarriero.bsky.social
www.nature.com/articles/s41...
![code to generate the tikz plot:
\begin{tikzpicture}
\begin{axis}[axis lines = left, xlabel = $T$, ylabel = $f$,
width=7cm, height=4cm,
tick label style={font=\tiny},
label style={font=\small} ]
\addplot[domain=-3:27.5, red, thick, samples=70]
{exp( (x-25)/(0.5*(30-25)) )*( 1 - (x-25)/(0.5*(30-25)) )};
\node at (100,500) {\includegraphics[width=1.25cm]{fish.jpg}};
\end{axis}
\end{tikzpicture}](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:ta2whs6wjtpljvpqgs5leu36/bafkreigw4x5f2cfs5lm2g5koapngbpo7dphniz5bpyzbwzbymyn7b5ndmq)
![2. Install the diagram extension in a Quarto project. Create a new Quarto project. From the terminal, run this to install the diagram extension:
quarto install extension pandoc-ext/diagram
3. Tell your document to use the extension. Add this to the YAML header of a Quarto document:
filters:
- diagram
4. Add a .tikz block to your document. Add a tikz code block to your document like this:
```{.tikz}
\begin{tikzpicture}[>={stealth}]
\node (x) at (0,0) {$X_{t}$};
\node (y) at (2,0) {$Y_{t + 1}$};
\node (z) at (1,1) {$Z$};
\path[->] (z) edge (x);
\path[->] (z) edge (y);
\path[->] (x) edge (y);
\end{tikzpicture}
```
5. Render! Render the document to PDF and you should see a diagram. Render it to HTML or .docx or Typst and it should use inkscape to convert it to SVG. Magic.](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:2zcfjzyocp6kapg6jc4eacok/bafkreifut33lozgqgp3ualtpkyze47rtkjoysfginsohfykakfibqzetyu)
