After the Big Bang, the universe underwent a rapid expansion — inflation, smoothing out the cosmic microwave background and sowing the seeds of galaxies. But at the quantum level, chaotic fluctuations brewed in the inflaton field. Once a fluctuation crossed a critical threshold, a primordial black hole was born — an object whose gravity curves spacetime to the extreme, potentially shedding light on the nature of dark matter and becoming a source of gravitational waves. The trouble was that standard perturbation theory recipes fell short against the wild nonlinearity of collapse. So researchers turned to the language of stochastic trees.
Imagine a family tree where each Hubble volume is a separate family. Time passes, volume doubles, and the family splits into two daughter lines: that’s how inflation branches. Nodes are moments of division, leaves are the ends of epochs. To predict collapse, scientists introduced the compaction function — a kind of 'family inequality coefficient.' At a node $b_L$ it takes the form $C_l$ = 2z(w)[1 - log_2($V_{b_R}$/$V_{c_R}$)], where $V_{b_R}$ is the volume of the 'uncle' (right neighbor) and $V_{c_R}$ is the volume of the 'nephew' (right descendant). If the inheritance gap is too large, spacetime can’t hold and collapses into a black hole.
Hunting for such events required numerical simulations over tens of billions of trees. And here the dual nature of collapse revealed itself. Black holes appeared in two guises. Type I — classical collapsars: the perturbation dives under the horizon and sets a trap for light. Type II — exotic creatures with a non-monotonic radius function; their throat seems to connect an inflating bubble to the outside universe. In the calm classical limit, type I holes dominate, while the weird type II are suppressed. But turn on strong quantum noise, and the picture flips.
This flip forces a rethinking of the hunt for dark matter. In phases of ultra-slow roll, where quantum kicks overpower classical drift, type II holes are mainly born, so their signatures in gravitational waves could be entirely different. Instead of the familiar ring of mergers, we might hear the whisper of wormholes or the echo of decaying throats. Stephen Hawking and Roger Penrose proved the inevitability of singularities, but the second type of hole hints that the horizon is more complex than a simple trap. Stochastic trees give the key to this symphony: from the tree’s topology one can reconstruct the geometry of all spacetime and predict where and which primordial black holes we will encounter in future surveys. And just as tree rings preserve memories of droughts and fires, branching statistics may hide imprints of quantum phase transitions — perhaps even traces of other universes that brushed against ours in infancy.
A stochastic tree is a genealogical tree of space volumes, where each node inherits the 'state' of its parent Hubble region. Branching occurs when the volume doubles, and the compaction function becomes a measure of 'family inequality' between related nodes.