diff --git a/Julia/README.Rmd b/Julia/README.Rmd
index 251f2650..4da110da 100644
--- a/Julia/README.Rmd
+++ b/Julia/README.Rmd
@@ -352,8 +352,8 @@ This basic workflow is highly customisable. You have the flexibility to define s
 To cite `patter` in publications, please use:
 
 * Lavender, E. et al. (2023). An integrative modelling framework for passive acoustic telemetry. Methods in Ecology and Evolution. https://doi.org/10.1111/2041-210X.14193 
-* Lavender, E. et al. (in prep). Particle filters for animal movement modelling in autonomous receiver networks.
-* Lavender, E. et al. (in prep). Particle filters for animal tracking in `R` and `Julia`.
+* Lavender, E. et al. (in prep). Particle algorithms for animal movement modelling in autonomous receiver networks.
+* Lavender, E. et al. (in prep). Particle algorithms for animal tracking in `R` and `Julia`. https://doi.org/10.1101/2024.07.30.605733
 * Lavender, E. et al. (in prep). Particle filtering reveals patterns of space use in a Critically Endangered elasmobranch.
 
 ---
diff --git a/Julia/docs/figures/README-unnamed-chunk-13-2.png b/Julia/docs/figures/README-unnamed-chunk-13-2.png
index 3c525918..caf4d19a 100644
Binary files a/Julia/docs/figures/README-unnamed-chunk-13-2.png and b/Julia/docs/figures/README-unnamed-chunk-13-2.png differ
diff --git a/README.Rmd b/README.Rmd
index c14ae477..86fafdd7 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -449,9 +449,9 @@ options(op)
 To cite `patter` in publications, please use:
 
 * Lavender, E. et al. (2023). An integrative modelling framework for passive acoustic telemetry. Methods in Ecology and Evolution. https://doi.org/10.1111/2041-210X.14193 
-* Lavender, E. et al. (in prep). Particle filters for animal movement modelling in autonomous receiver networks.
-* Lavender, E. et al. (in prep). Particle filters for animal tracking in `R` and `Julia`.
-* Lavender, E. et al. (in prep). Particle filtering reveals patterns of space use in a Critically Endangered elasmobranch.
+* Lavender, E. et al. (in prep). Particle algorithms for animal movement modelling in autonomous receiver networks.
+* Lavender, E. et al. (in prep). Particle algorithms for animal tracking in `R` and `Julia`. https://doi.org/10.1101/2024.07.30.605733
+* Lavender, E. et al. (in prep). Particle algorithms reveal patterns of space use in a Critically Endangered elasmobranch.
 
 ---
 
diff --git a/README.md b/README.md
index cccbc492..5173a7c6 100644
--- a/README.md
+++ b/README.md
@@ -379,9 +379,6 @@ essential packages:
 ``` r
 library(patter)
 #> This is {patter} v.1.0.0.9000. For an overview, see `?patter`. For support, contact edward.lavender@eawag.ch.
-```
-
-``` r
 library(data.table)
 library(dtplyr)
 library(dplyr, warn.conflicts = FALSE)
@@ -523,9 +520,6 @@ head(fwd$states)
 #> 4:       1        4 2016-03-17 01:56:00  44.46762 709390.0 6252794
 #> 5:       1        5 2016-03-17 01:58:00  60.64737 708976.4 6252849
 #> 6:       1        6 2016-03-17 02:00:00  55.42853 709437.9 6253395
-```
-
-``` r
 
 # Backward run
 args$.direction <- "backward"
@@ -555,9 +549,6 @@ ud <- map_dens(.map = map,
                .coord = smo$states,
                sigma = spatstat.explore::bw.diggle)$ud
 #> Observation window is gridded.
-```
-
-``` r
 
 # Add home range
 map_hr_home(ud, .add = TRUE)
@@ -603,11 +594,11 @@ To cite `patter` in publications, please use:
 - Lavender, E. et al. (2023). An integrative modelling framework for
   passive acoustic telemetry. Methods in Ecology and Evolution.
   <https://doi.org/10.1111/2041-210X.14193>
-- Lavender, E. et al. (in prep). Particle filters for animal movement
+- Lavender, E. et al. (in prep). Particle algorithms for animal movement
   modelling in autonomous receiver networks.
-- Lavender, E. et al. (in prep). Particle filters for animal tracking in
-  `R` and `Julia`.
-- Lavender, E. et al. (in prep). Particle filtering reveals patterns of
+- Lavender, E. et al. (in prep). Particle algorithms for animal tracking
+  in `R` and `Julia`. <https://doi.org/10.1101/2024.07.30.605733>
+- Lavender, E. et al. (in prep). Particle algorithms reveal patterns of
   space use in a Critically Endangered elasmobranch.
 
 ------------------------------------------------------------------------