diff --git a/osu.Game/Rulesets/Mods/ModAdaptiveSpeed.cs b/osu.Game/Rulesets/Mods/ModAdaptiveSpeed.cs
index 93251f7b2ddb..0b4bb78c57b0 100644
--- a/osu.Game/Rulesets/Mods/ModAdaptiveSpeed.cs
+++ b/osu.Game/Rulesets/Mods/ModAdaptiveSpeed.cs
@@ -65,6 +65,22 @@ public class ModAdaptiveSpeed : Mod, IApplicableToRate, IApplicableToDrawableHit
             Value = 1
         };
 
+        private readonly BindableNumber<double> frequencyAdjustment = new BindableDouble
+        {
+            MinValue = min_allowable_rate,
+            MaxValue = max_allowable_rate,
+            Default = 1,
+            Value = 1
+        };
+
+        private readonly BindableNumber<double> tempoAdjustment = new BindableDouble
+        {
+            MinValue = min_allowable_rate,
+            MaxValue = max_allowable_rate,
+            Default = 1,
+            Value = 1
+        };
+
         // The two constants below denote the maximum allowable range of rates that `SpeedChange` can take.
         // The range is purposefully wider than the range of values that `InitialRate` allows
         // in order to give some leeway for change even when extreme initial rates are chosen.
@@ -79,7 +95,6 @@ public class ModAdaptiveSpeed : Mod, IApplicableToRate, IApplicableToDrawableHit
         // Apply a fixed rate change when missing, allowing the player to catch up when the rate is too fast.
         private const double rate_change_on_miss = 0.95d;
 
-        private ITrack track;
         private double targetRate = 1d;
 
         /// <summary>
@@ -143,7 +158,8 @@ public ModAdaptiveSpeed()
 
         public void ApplyToTrack(ITrack track)
         {
-            this.track = track;
+            track.AddAdjustment(AdjustableProperty.Frequency, frequencyAdjustment);
+            track.AddAdjustment(AdjustableProperty.Tempo, tempoAdjustment);
 
             InitialRate.TriggerChange();
             AdjustPitch.TriggerChange();
@@ -209,13 +225,14 @@ public void ApplyToBeatmap(IBeatmap beatmap)
 
         private void adjustPitchChanged(ValueChangedEvent<bool> adjustPitchSetting)
         {
-            track?.RemoveAdjustment(adjustmentForPitchSetting(adjustPitchSetting.OldValue), SpeedChange);
+            adjustmentForPitchSetting(adjustPitchSetting.OldValue).UnbindFrom(SpeedChange);
+            adjustmentForPitchSetting(adjustPitchSetting.OldValue).SetDefault();
 
-            track?.AddAdjustment(adjustmentForPitchSetting(adjustPitchSetting.NewValue), SpeedChange);
+            adjustmentForPitchSetting(adjustPitchSetting.NewValue).BindTo(SpeedChange);
         }
 
-        private AdjustableProperty adjustmentForPitchSetting(bool adjustPitchSettingValue)
-            => adjustPitchSettingValue ? AdjustableProperty.Frequency : AdjustableProperty.Tempo;
+        private BindableNumber<double> adjustmentForPitchSetting(bool adjustPitchSettingValue)
+            => adjustPitchSettingValue ? frequencyAdjustment : tempoAdjustment;
 
         private IEnumerable<HitObject> getAllApplicableHitObjects(IEnumerable<HitObject> hitObjects)
         {
diff --git a/osu.Game/Rulesets/Mods/ModTimeRamp.cs b/osu.Game/Rulesets/Mods/ModTimeRamp.cs
index fe6d54332c70..45191026164f 100644
--- a/osu.Game/Rulesets/Mods/ModTimeRamp.cs
+++ b/osu.Game/Rulesets/Mods/ModTimeRamp.cs
@@ -46,6 +46,20 @@ public abstract class ModTimeRamp : Mod, IUpdatableByPlayfield, IApplicableToBea
             Precision = 0.01,
         };
 
+        private readonly BindableNumber<double> frequencyAdjustment = new BindableDouble
+        {
+            Default = 1,
+            Value = 1,
+            Precision = 0.01
+        };
+
+        private readonly BindableNumber<double> tempoAdjustment = new BindableDouble
+        {
+            Default = 1,
+            Value = 1,
+            Precision = 0.01
+        };
+
         private ITrack track;
 
         protected ModTimeRamp()
@@ -57,8 +71,12 @@ protected ModTimeRamp()
 
         public void ApplyToTrack(ITrack track)
         {
+            // stored only for the purpose of accessing track.CurrentTime.
             this.track = track;
 
+            track.AddAdjustment(AdjustableProperty.Frequency, frequencyAdjustment);
+            track.AddAdjustment(AdjustableProperty.Tempo, tempoAdjustment);
+
             FinalRate.TriggerChange();
             AdjustPitch.TriggerChange();
         }
@@ -100,13 +118,13 @@ public virtual void Update(Playfield playfield)
 
         private void applyPitchAdjustment(ValueChangedEvent<bool> adjustPitchSetting)
         {
-            // remove existing old adjustment
-            track?.RemoveAdjustment(adjustmentForPitchSetting(adjustPitchSetting.OldValue), SpeedChange);
+            adjustmentForPitchSetting(adjustPitchSetting.OldValue).UnbindFrom(SpeedChange);
+            adjustmentForPitchSetting(adjustPitchSetting.OldValue).SetDefault();
 
-            track?.AddAdjustment(adjustmentForPitchSetting(adjustPitchSetting.NewValue), SpeedChange);
+            adjustmentForPitchSetting(adjustPitchSetting.NewValue).BindTo(SpeedChange);
         }
 
-        private AdjustableProperty adjustmentForPitchSetting(bool adjustPitchSettingValue)
-            => adjustPitchSettingValue ? AdjustableProperty.Frequency : AdjustableProperty.Tempo;
+        private BindableNumber<double> adjustmentForPitchSetting(bool adjustPitchSettingValue)
+            => adjustPitchSettingValue ? frequencyAdjustment : tempoAdjustment;
     }
 }