diff --git a/muted-tests.yml b/muted-tests.yml
index bd5c5530fbb26..bafa0fe280af1 100644
--- a/muted-tests.yml
+++ b/muted-tests.yml
@@ -333,6 +333,9 @@ tests:
   issue: https://github.com/elastic/elasticsearch/issues/113730
 - class: org.elasticsearch.xpack.esql.expression.function.scalar.convert.ToDateNanosTests
   issue: https://github.com/elastic/elasticsearch/issues/113661
+- class: org.elasticsearch.xpack.restart.MLModelDeploymentFullClusterRestartIT
+  method: testDeploymentSurvivesRestart {cluster=UPGRADED}
+  issue: https://github.com/elastic/elasticsearch/issues/112980
 
 # Examples:
 #