diff --git a/src/tracker/lib/real.jl b/src/tracker/lib/real.jl
index c5cdfa69..5c0ba209 100644
--- a/src/tracker/lib/real.jl
+++ b/src/tracker/lib/real.jl
@@ -55,8 +55,19 @@ Base.promote_rule(::Type{TrackedReal{S}},::Type{T}) where {S,T} =
 
 using Random
 
+Random.rand(x::Flux.Tracker.TrackedReal} = rand(typeof(x))
+Random.rand(::Type{Flux.Tracker.TrackedReal{T}}) where {T} = convert(Flux.Tracker.TrackedReal{T},rand(T))
+Random.rand(rng::AbstractRNG,x::Flux.Tracker.TrackedReal} = rand(rng,typeof(x))
 Random.rand(rng::AbstractRNG,::Type{Flux.Tracker.TrackedReal{T}}) where {T} = convert(Flux.Tracker.TrackedReal{T},rand(rng,T))
+
+Random.randn(x::Flux.Tracker.TrackedReal} = randn(typeof(x))
+Random.randn(::Type{Flux.Tracker.TrackedReal{T}}) where {T} = convert(Flux.Tracker.TrackedReal{T},randn(T))
+Random.randn(rng::AbstractRNG,x::Flux.Tracker.TrackedReal} = randn(rng,typeof(x))
 Random.randn(rng::AbstractRNG,::Type{Flux.Tracker.TrackedReal{T}}) where {T} = convert(Flux.Tracker.TrackedReal{T},randn(rng,T))
+
+Random.randexp(x::Flux.Tracker.TrackedReal} = randexp(typeof(x))
+Random.randexp(::Type{Flux.Tracker.TrackedReal{T}}) where {T} = convert(Flux.Tracker.TrackedReal{T},randexp(T))
+Random.randexp(rng::AbstractRNG,x::Flux.Tracker.TrackedReal} = randexp(rng,typeof(x))
 Random.randexp(rng::AbstractRNG,::Type{Flux.Tracker.TrackedReal{T}}) where {T} = convert(Flux.Tracker.TrackedReal{T},randexp(rng,T))
 
 using DiffRules, SpecialFunctions, NaNMath