tweak map

paper/sections/notebook_map.md

@@ -4,10 +4,9 @@ The following lists the notebooks, authors, summary and related notebooks in thi
 
 ```{mermaid}
 flowchart LR
-    SN[Starting Notebook] --> QS[Quick Start Notebook]
-    Dale --> QS
+    SN[Starting Notebook] --> FF[Filter-and-Fire Neuron Model]
+    Dale --> QS[Quick Start Notebook]
     Tau --> QS
-    SN --> FF[Filter-and-Fire Neuron Model]
     SN --> AON[Altering Output Neurons]
     ATN --> AW[Analysing trained networks - workshop edition]
     SN --> Dale[Sound localisation following Dale's law]
@@ -19,6 +18,9 @@ flowchart LR
     SN --> V250[Version with 250 Hz Input]
     SN --> ATN[Analysing trained networks]
     SN --> Tau[Optimizing the membrane time constant]
+    Tau --> AnTau[Analysing solutions for different time constants]
+    V250 --> AnTau
+    ATN --> AnTau
 ```
 
 ## Introductory notebooks
@@ -69,6 +71,9 @@ flowchart LR
 [](../research/Quick_Start_250HzClassification.ipynb), [](../research/Quick_Start_250HzClassification_CleanVersion.ipynb)
     : Analysis of results with a higher frequency input stimulus and different membrane time constants for hidden and output layers. Conclusion is that smaller time constant matters for hidden layer but not for output layer. (Author: Dilay Fidan Erçelik.)
 
+[](../research/time-constant-solutions.ipynb)
+    : Deeper analysis of strategies found by trained networks as time constants vary. Added firing rate regularisation. Extends [](../research/Optimizing-Membrane-Time-Constant.ipynb) (Author: Dan Goodman.)
+
 [](../research/Workshop_1_Write_Up.md)
     : Write-up of what happened at the first workshop. (Author: Marcus Ghosh.)
 
@@ -93,7 +98,7 @@ This subsection includes notebooks whose content got merged into an updated note
     : Early work on analysing the strategies learned by trained networks. Folded into [](../research/Analysing-Trained-Networks-Part2.ipynb). (Author: Dan Goodman.)
 
 [](../research/Optimizing-Membrane-Time-Constant.ipynb)
-    : Analyses how performance depends on membrane time constant. Folded into [TODO REMOVE THIS TEXT WHEN NOTEBOOK MERGED](../research/time-constant-solutions.ipynb). (Author: Zach Friedenberger, Chen Li, Peter Crowe.)
+    : Analyses how performance depends on membrane time constant. Folded into [](../research/time-constant-solutions.ipynb). (Author: Zach Friedenberger, Chen Li, Peter Crowe.)
 
 [](../research/IE-neuron-distribution.ipynb)
     : Fixed a mistake in an earlier version of [](../research/Dales_law.ipynb). (Author: Sara Evers.)