The simplest way to answer this question is to rephrase it in the Heisenberg Picture where states have no time-dependency.
The two von Neumann axioms for quantum theory are only ever posed in the Schrödinger Picture: Evolution (quantum states evolve in time in accordance with the Schrödinger Equation) and Projection (each measurement of a physical value results in a quantum event that projects the state to one of the eigenstates of that value, in accordance with the Born Rule).
The Measurement Problem is that of explaining what the Born Rule actually is and does; when, where and how. The Interpretations of Quantum Theory are the different answers to that question.
Various alternate interpretations have arisen (Decoherence, Many Worlds, Consistent Histories, etc.) whose purpose is to entirely "explain away" the Born Rule. In them, of necessity, collapse is reversible (although not necessarily macroscopically reversible!) Other interpretations, objective collapse formalisms, treat it as an actual dynamic process separate from that which is described by the Evolution postulate. Penrose and Diosi are notable members of the latter camp. In them, collapse is probably not reversible (depends on the dynamics). What they all have in common is that they provide a way to hybridize quantum and classical systems and dynamics so as to overcome a no go result which prohibits back-reaction from the quantum to the classical sectors. The collapse is registered in the classical sector as a process that is macroscopically irreversible and probably even microscopically irreversible.
"Quantum-classical hybrid dynamics: a summary"
https://iopscience.iop.org/article/10.1088/1742-6596/442/1/012007/pdf
"A no-go theorem for theories that decohere to quantum mechanics"
https://arxiv.org/abs/1701.07449
"Statistical consistency of quantum-classical hybrids"
https://arxiv.org/pdf/1201.4237.pdf
"A post-quantum theory of classical gravity?"
https://arxiv.org/abs/1811.03116
There was one reply here that used the passive voice weasel word in "The collapse of the wavefunction is generally attributed to decoherence." (emphasis mine) to lend false authority to one of many answers of this question, which is not settled. (https://en.wikipedia.org/wiki/Weasel_word) Always be watchful of that ploy, because that's the vehicle by which the meme virus of dogmatism is spread.
Actually, Decoherence was never intended by its originators as a complete explaining away of the Born Rule, only something that gets you 90% of the way and leaves the final 10% of the problem for posterity to resolve. So, it's something you inject into other interpretations, but provides no interpretation for or resolution of the measurement problem in its own right ... and certainly no final answer to the question of irreversibility!
"Decoherence and its role in the modern measurement problem"
https://royalsocietypublishing.org/doi/full/10.1098/rsta.2011.0490
"Why Decoherence has not Solved the Measurement Problem" https://arxiv.org/abs/quant-ph/0112095 (And yes, it persuaded Anderson, who it was addressed to, that he was wrong.)
So, as I was saying, all you need to do is ask what everything looks like in the Heisenberg Picture.
In the Heisenberg Picture: if collapse is reversible, then the state (which, in the Heisenberg Picture, is time-independent) will remain the same before and after the collapse. If the collapse is irreversible, then the state will jump to a different state. In the latter case, in effect, all time-dependency of states (and probably even all perception of time as a flow) would reside in the second von Neumann postulate, rather than in the first!
So, to completely resolve the issue (on an interpretation-by-interpretation basis), all you need to do is work out the Born Rule or any of the interpretations meant to partially or completely replace it (e.g. Decoherence, Consistent Histories, Many Worlds, Many Minds, etc.) or dynamicize it (e.g. Penrose/Diosi) look like in the Heisenberg Picture.
So, let's do a look up (e.g. ArXiv, Google Scholar) and see. Hmm, that's odd. There's one minor problem here.
It looks like someone was asleep at the switch here and forgot to answer the question: what do {Born Rule, Decoherence, Consistent Histories, Many Worlds Interpretation, Objective Collapse} look like in the Heisenberg Picture?
What does physical wave function collapse theories, like Penrose/Diosi, look like in the Heisenberg Picture? I can't seem to find too much here either. Open systems dynamics, Lueders Rule might be places to look.
Bear in mind, the two pictures are only "equivalent" on the one issue: the Evolution postulate (it's the Schrödinger Equation in the Schrödinger Picture and the Heisenberg equations of motion in the Heisenberg Picture). They're not equivalent on the other issue, the Projection postulate, because ... there is no Born Rule in the Heisenberg Picture at all! It was never formulated in that picture: it's still an open problem. To express it in the Heisenberg Picture, you need extra infrastructure: (1) a point cloud in space-time consisting of all the points where a quantum event, witnessing an application of the Born Rule, takes place, (2) a network of Heisenberg states that each partition the point cloud into "before" and "after" subsets (with none of the "after" points residing in the causal past of any of the "before" points), (3) a postulate that asserts that any two states that agree on their before/after sets in all but 1 point, will have between them a transition given by a single-instance Born Rule that takes place at that 1 point.
Interpretations, that try to explain away the Born Rule or dynamicize it, will have to somehow account for this infrastructure, before they can address the issue of whether each of the transitions in (3) is reversible or not.
So, we can't really answer the question, until people finish writing down the Heisenberg Picture versions of each of these interpretations.