Quenched complexity of equilibria for asymmetric Generalized Lotka-Volterra equations
arXiv:2304.05284 · doi:10.1088/1751-8121/ace00f
Abstract
We consider the Generalized Lotka-Volterra system of equations with all-to-all, random asymmetric interactions describing high-dimensional, very diverse and well-mixed ecosystems. We analyze the multiple equilibria phase of the model and compute its quenched complexity, i.e., the expected value of the logarithm of the number of equilibria of the dynamical equations. We discuss the resulting distribution of equilibria as a function of their diversity, stability and average abundance. We obtain the quenched complexity by means of the replicated Kac-Rice formalism, and compare the results with the same quantity obtained within the annealed approximation, as well as with the results of the cavity calculation and, in the limit of symmetric interactions, of standard methods to compute the complexity developed in the context of glasses.
arXiv commentv2 with small modifications
References in corpus (26)
- The structural glass transition and the entropy of the metastable states
- Recipes for metastable states in Spin Glasses
- Marginally Stable Equilibria in Critical Ecosystems
- On the stationary points of the TAP free energy
- The simplest model of jamming
- Topological and Dynamical Complexity of Random Neural Networks
- Numerical implementation of dynamical mean field theory for disordered systems: application to the Lotka-Volterra model of ecosystems
- Properties of equilibria and glassy phases of the random Lotka-Volterra model with demographic noise
- Nonlinear Analogue of the May-Wigner Instability Transition
- Dynamically evolved community size and stability of random Lotka-Volterra ecosystems
- Critical Behaviour of the Number of Minima of a Random Landscape at the Glass Transition Point and the Tracy-Widom distribution
- Complex energy landscapes in spiked-tensor and simple glassy models: ruggedness, arrangements of local minima and phase transitions
- Topology trivialization and large deviations for the minimum in the simplest random optimization
- Generalized Lotka-Volterra equations with random, non-reciprocal interactions: the typical number of equilibria
- Replica Symmetry Breaking in the Random Replicant Model
- Chaos in high-dimensional dynamical systems
- Topology trivialization transition in random non-gradient autonomous ODE's on a sphere
- Local and collective transitions in sparsely-interacting ecological communities
- Dynamical systems on large networks with predator-prey interactions are stable and exhibit oscillations
- Counting equilibria in a random non-gradient dynamics with heterogeneous relaxation rates
- Nonlinearity-generated Resilience in Large Complex Systems
- Consequences of Dale's law on the stability-complexity relationship of random neural networks
- May-Wigner transition in large random dynamical systems
- A new spin on optimal portfolios and ecological equilibria
- The high-d landscapes paradigm: spin-glasses, and beyond
- Landscape complexity beyond invariance and the elastic manifold
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- Phase transition to chaos in complex ecosystems with non-reciprocal species-resource interactions
- Dynamical Mean-Field Theory of Complex Systems on Sparse Directed Networks
- When is the average number of saddle points typical?
- Complexity and accessibility of random landscapes
- Generalized Lotka-Volterra model with sparse interactions: non-Gaussian effects and topological multiple-equilibria phase
- Far-from-equilibrium complex landscapes