diff --git a/docs/source/en/model_doc/auto.md b/docs/source/en/model_doc/auto.md
index afe343228f25..adab8591e293 100644
--- a/docs/source/en/model_doc/auto.md
+++ b/docs/source/en/model_doc/auto.md
@@ -389,3 +389,9 @@ The following auto classes are available for the following multimodal tasks.
 ### AutoModelForImageTextToText
 
 [[autodoc]] AutoModelForImageTextToText
+
+## Time Series
+
+### AutoModelForTimeSeriesPrediction
+
+[[autodoc]] AutoModelForTimeSeriesPrediction
diff --git a/docs/source/ja/model_doc/auto.md b/docs/source/ja/model_doc/auto.md
index 492c46c79ea9..27030a264f57 100644
--- a/docs/source/ja/model_doc/auto.md
+++ b/docs/source/ja/model_doc/auto.md
@@ -372,3 +372,10 @@ AutoModel.register(NewModelConfig, NewModel)
 ### AutoModelForImageTextToText
 
 [[autodoc]] AutoModelForImageTextToText
+
+## Time Series
+
+### AutoModelForTimeSeriesPrediction
+
+[[autodoc]] AutoModelForTimeSeriesPrediction
+
diff --git a/docs/source/ko/model_doc/auto.md b/docs/source/ko/model_doc/auto.md
index cda00adc33a6..45c2f917a42c 100644
--- a/docs/source/ko/model_doc/auto.md
+++ b/docs/source/ko/model_doc/auto.md
@@ -373,3 +373,10 @@ AutoModel.register(NewModelConfig, NewModel)
 ### FlaxAutoModelForVision2Seq[[transformers.FlaxAutoModelForVision2Seq]]
 
 [[autodoc]] FlaxAutoModelForVision2Seq
+
+## Time Series
+
+### AutoModelForTimeSeriesPrediction[[transformers.AutoModelForTimeSeriesPrediction]]
+
+[[autodoc]] AutoModelForTimeSeriesPrediction
+
diff --git a/src/transformers/models/auto/modeling_auto.py b/src/transformers/models/auto/modeling_auto.py
index 5fe74444cb20..aa88c6a4241e 100644
--- a/src/transformers/models/auto/modeling_auto.py
+++ b/src/transformers/models/auto/modeling_auto.py
@@ -2103,6 +2103,7 @@ def from_pretrained(cls, pretrained_model_name_or_path, *model_args, **kwargs):
     "AutoModelForTableQuestionAnswering",
     "AutoModelForTextToSpectrogram",
     "AutoModelForTextToWaveform",
+    "AutoModelForTimeSeriesPrediction",
     "AutoModelForTokenClassification",
     "AutoModelForUniversalSegmentation",
     "AutoModelForVideoClassification",