diff --git a/NAMESPACE b/NAMESPACE
index d0299bd4..4d87b050 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -15,6 +15,7 @@ S3method(autoplot,LearnerClustHierarchical)
 S3method(autoplot,LearnerRegrCVGlmnet)
 S3method(autoplot,LearnerRegrGlmnet)
 S3method(autoplot,LearnerRegrRpart)
+S3method(autoplot,LearnerSurvRpart)
 S3method(autoplot,OptimInstanceSingleCrit)
 S3method(autoplot,PredictionClassif)
 S3method(autoplot,PredictionClust)
@@ -41,6 +42,7 @@ S3method(plot,LearnerClassifRpart)
 S3method(plot,LearnerRegrCVGlmnet)
 S3method(plot,LearnerRegrGlmnet)
 S3method(plot,LearnerRegrRpart)
+S3method(plot,LearnerSurvRpart)
 S3method(plot,PredictionClassif)
 S3method(plot,PredictionRegr)
 S3method(plot,ResampleResult)
diff --git a/R/LearnerSurvRpart.R b/R/LearnerSurvRpart.R
new file mode 100644
index 00000000..94d0ad88
--- /dev/null
+++ b/R/LearnerSurvRpart.R
@@ -0,0 +1,23 @@
+#' @export
+#' @rdname autoplot.LearnerClassifRpart
+autoplot.LearnerSurvRpart = function(object, ...) { # nolint
+  if (is.null(object$model)) {
+    stopf("Learner '%s' must be trained first", object$id)
+  }
+  require_namespaces(c("partykit", "ggparty"))
+
+  target = all.vars(object$model$terms)[1L]
+  autoplot(partykit::as.party(object$model), ...) +
+    ggparty::geom_node_plot(gglist = list(
+      geom_boxplot(aes_string(target)),
+      coord_flip(),
+      theme(axis.ticks.x = element_blank(), axis.text.x = element_blank())
+    )) +
+    ggparty::geom_node_label(aes(label = paste0("n=", .data[["nodesize"]])),
+      nudge_y = 0.03, ids = "terminal")
+}
+
+#' @export
+plot.LearnerSurvRpart = function(x, ...) {
+  print(autoplot(x, ...))
+}
diff --git a/man/autoplot.LearnerClassifRpart.Rd b/man/autoplot.LearnerClassifRpart.Rd
index 60d0f34f..221faf9f 100644
--- a/man/autoplot.LearnerClassifRpart.Rd
+++ b/man/autoplot.LearnerClassifRpart.Rd
@@ -1,13 +1,17 @@
 % Generated by roxygen2: do not edit by hand
-% Please edit documentation in R/LearnerClassifRpart.R, R/LearnerRegrRpart.R
+% Please edit documentation in R/LearnerClassifRpart.R, R/LearnerRegrRpart.R,
+%   R/LearnerSurvRpart.R
 \name{autoplot.LearnerClassifRpart}
 \alias{autoplot.LearnerClassifRpart}
 \alias{autoplot.LearnerRegrRpart}
+\alias{autoplot.LearnerSurvRpart}
 \title{Plot for LearnerClassifRpart / LearnerRegrRpart}
 \usage{
 \method{autoplot}{LearnerClassifRpart}(object, ...)
 
 \method{autoplot}{LearnerRegrRpart}(object, ...)
+
+\method{autoplot}{LearnerSurvRpart}(object, ...)
 }
 \arguments{
 \item{object}{(\link[mlr3:LearnerClassifRpart]{mlr3::LearnerClassifRpart} | \link[mlr3:LearnerRegrRpart]{mlr3::LearnerRegrRpart}).}
diff --git a/tests/testthat/test_LearnerSurvRpart.R b/tests/testthat/test_LearnerSurvRpart.R
new file mode 100644
index 00000000..64ea64aa
--- /dev/null
+++ b/tests/testthat/test_LearnerSurvRpart.R
@@ -0,0 +1,12 @@
+skip_if_not_installed("survival")
+skip_if_not_installed("mlr3proba")
+skip_if_not_installed("rpart")
+skip_if_not_installed("partykit")
+skip_if_not_installed("ggparty")
+
+test_that("autoplot.LearnerSurvRpart", {
+  learner = mlr3::lrn("surv.rpart")$train(mlr3::tsk("rats"))
+  p = autoplot(learner)
+  expect_true(is.ggplot(p))
+  vdiffr::expect_doppelganger("learner_regr.rpart", p)
+})