diff --git a/NEWS.md b/NEWS.md
index efa177d8..758bcec3 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,6 +1,6 @@
 # mlr3torch dev
 
-* feat: Add parameter `num_threads_interop` to `LearnerTorch`
+* feat: Add parameter `num_interop_threads` to `LearnerTorch`
 
 # mlr3torch 0.1.2
 
diff --git a/R/LearnerTorch.R b/R/LearnerTorch.R
index e0355af6..bcdd2326 100644
--- a/R/LearnerTorch.R
+++ b/R/LearnerTorch.R
@@ -434,7 +434,7 @@ LearnerTorch = R6Class("LearnerTorch",
       if (identical(param_vals$seed, "random")) param_vals$seed = sample.int(.Machine$integer.max, 1)
 
       model = with_torch_settings(seed = param_vals$seed, num_threads = param_vals$num_threads,
-       num_threads_interop = param_vals$num_threads_interop, expr = {
+       num_interop_threads = param_vals$num_threads_interop, expr = {
         learner_torch_train(self, private, super, task, param_vals)
       })
       model$task_col_info = copy(task$col_info[c(task$feature_names, task$target_names), c("id", "type", "levels")])
@@ -455,7 +455,7 @@ LearnerTorch = R6Class("LearnerTorch",
       private$.verify_predict_task(task, param_vals)
 
       with_torch_settings(seed = self$model$seed, num_threads = param_vals$num_threads, 
-        num_threads_interop = param_vals$num_threads_interop, expr = {
+        num_interop_threads = param_vals$num_threads_interop, expr = {
         learner_torch_predict(self, private, super, task, param_vals)
       })
     },
diff --git a/R/paramset_torchlearner.R b/R/paramset_torchlearner.R
index 2131a454..f340dc8a 100644
--- a/R/paramset_torchlearner.R
+++ b/R/paramset_torchlearner.R
@@ -54,7 +54,7 @@ paramset_torchlearner = function(task_type) {
       aggr = epochs_aggr, in_tune_fn = epochs_tune_fn, disable_in_tune = list(patience = 0)),
     device                = p_fct(tags = c("train", "predict", "required"), levels = mlr_reflections$torch$devices, init = "auto"),
     num_threads           = p_int(lower = 1L, tags = c("train", "predict", "required", "threads"), init = 1L),
-    num_threads_interop   = p_int(lower = 1L, tags = c("train", "predict", "required", "threads"), init = 1L),
+    num_interop_threads   = p_int(lower = 1L, tags = c("train", "predict", "required", "threads"), init = 1L),
     seed                  = p_int(tags = c("train", "predict", "required"), special_vals = list("random", NULL), init = "random"),
     # evaluation
     eval_freq             = p_int(lower = 1L, tags = c("train", "required"), init = 1L),
diff --git a/man-roxygen/paramset_torchlearner.R b/man-roxygen/paramset_torchlearner.R
index 470aff19..cf5d7505 100644
--- a/man-roxygen/paramset_torchlearner.R
+++ b/man-roxygen/paramset_torchlearner.R
@@ -14,7 +14,7 @@
 #' * `num_threads` :: `integer(1)`\cr
 #'   The number of threads for intraop pararallelization (if `device` is `"cpu"`).
 #'   This value is initialized to 1.
-#' * `num_threads_interop` :: `integer(1)`\cr
+#' * `num_interop_threads` :: `integer(1)`\cr
 #'   The number of threads for intraop and interop pararallelization (if `device` is `"cpu"`).
 #'   This value is initialized to 1.
 #'   Note that this can only be set once during a session and changing the value within an R session will raise a warning.
diff --git a/man/mlr_learners_torch.Rd b/man/mlr_learners_torch.Rd
index 2cd2a454..ebdfe53d 100644
--- a/man/mlr_learners_torch.Rd
+++ b/man/mlr_learners_torch.Rd
@@ -70,7 +70,7 @@ fall back to \code{"cpu"}.
 \item \code{num_threads} :: \code{integer(1)}\cr
 The number of threads for intraop pararallelization (if \code{device} is \code{"cpu"}).
 This value is initialized to 1.
-\item \code{num_threads_interop} :: \code{integer(1)}\cr
+\item \code{num_interop_threads} :: \code{integer(1)}\cr
 The number of threads for intraop and interop pararallelization (if \code{device} is \code{"cpu"}).
 This value is initialized to 1.
 Note that this can only be set once during a session and changing the value within an R session will raise a warning.
diff --git a/man/mlr_pipeops_torch_model.Rd b/man/mlr_pipeops_torch_model.Rd
index eb3a5737..7cac5719 100644
--- a/man/mlr_pipeops_torch_model.Rd
+++ b/man/mlr_pipeops_torch_model.Rd
@@ -37,7 +37,7 @@ fall back to \code{"cpu"}.
 \item \code{num_threads} :: \code{integer(1)}\cr
 The number of threads for intraop pararallelization (if \code{device} is \code{"cpu"}).
 This value is initialized to 1.
-\item \code{num_threads_interop} :: \code{integer(1)}\cr
+\item \code{num_interop_threads} :: \code{integer(1)}\cr
 The number of threads for intraop and interop pararallelization (if \code{device} is \code{"cpu"}).
 This value is initialized to 1.
 Note that this can only be set once during a session and changing the value within an R session will raise a warning.