diff --git a/project/MimaExcludes.scala b/project/MimaExcludes.scala
index facf034ea7e7ddfe504018cd303bb09682fe6142..350b144f8294b2f2e7afdaddaf0039c0b692f246 100644
--- a/project/MimaExcludes.scala
+++ b/project/MimaExcludes.scala
@@ -81,7 +81,12 @@ object MimaExcludes {
       // [SPARK-17338][SQL] add global temp view
       ProblemFilters.exclude[ReversedMissingMethodProblem]("org.apache.spark.sql.catalog.Catalog.dropGlobalTempView"),
       ProblemFilters.exclude[IncompatibleResultTypeProblem]("org.apache.spark.sql.catalog.Catalog.dropTempView"),
-      ProblemFilters.exclude[ReversedMissingMethodProblem]("org.apache.spark.sql.catalog.Catalog.dropTempView")
+      ProblemFilters.exclude[ReversedMissingMethodProblem]("org.apache.spark.sql.catalog.Catalog.dropTempView"),
+
+      // [SPARK-18034] Upgrade to MiMa 0.1.11 to fix flakiness.
+      ProblemFilters.exclude[InheritedNewAbstractMethodProblem]("org.apache.spark.ml.param.shared.HasAggregationDepth.aggregationDepth"),
+      ProblemFilters.exclude[InheritedNewAbstractMethodProblem]("org.apache.spark.ml.param.shared.HasAggregationDepth.getAggregationDepth"),
+      ProblemFilters.exclude[InheritedNewAbstractMethodProblem]("org.apache.spark.ml.param.shared.HasAggregationDepth.org$apache$spark$ml$param$shared$HasAggregationDepth$_setter_$aggregationDepth_=")
     )
   }
 
diff --git a/project/plugins.sbt b/project/plugins.sbt
index 8bebd7bcac58cbbeb12cd0da13846d5444cde24c..76597d27292ea0f55310c307783010413cadfafa 100644
--- a/project/plugins.sbt
+++ b/project/plugins.sbt
@@ -6,7 +6,7 @@ addSbtPlugin("net.virtual-void" % "sbt-dependency-graph" % "0.8.2")
 
 addSbtPlugin("org.scalastyle" %% "scalastyle-sbt-plugin" % "0.8.0")
 
-addSbtPlugin("com.typesafe" % "sbt-mima-plugin" % "0.1.9")
+addSbtPlugin("com.typesafe" % "sbt-mima-plugin" % "0.1.11")
 
 addSbtPlugin("com.alpinenow" % "junit_xml_listener" % "0.5.1")