Information entropy is a concept from information theory. It tells how much information there is in an event. In general, the more certain or deterministic the event is, the less information it will contain. More clearly stated, information is an increase in uncertainty or entropy.
If we take entropy as being information then information is not constant as Entropy is not constant.
The Second Law of Thermodynamics states that the state of entropy of the entire universe, as an isolated system, will always increase over time.
If Entropy is increasing then information in universe is also increasing.
Let's say it is Quantum mechanics for which information is increasing. Quantum mechanics describes how the 12 fundamental particles behave. But It is a probabilistic theory. Because fundamentally it is random, new information is being created every time a quantum event occurs. In that case it could be these quantum measurement which are increasing the entropy of the universe as they are creating new information.
So the uncertainty of quantum particles might be proportional to the number of entropy .Indicating that if there is a high entropy count then there will be more quantum events.
Stephen Hawking showed that black holes emit radiation known as Hawking radiation. By this hawking confirmed that black holes have entropy. He also determined how much entropy they have. The super massive black hole at the center of the Milky Way has about 10 to the 91 Boltzmann constants of entropy. That is 1000 times as much as the early observable universe, and 10 times more than all the other particles combined. And that is just one black hole. All black holes together account for 3 times 10 to the 104 Boltzmann constant of entropy. So almost all the entropy on the universe is tied up in black holes.
So, Hawking's radiation being very high entropy, should hold most quantum events of the universe.