Properties of equilibria and glassy phases of the random Lotka-Volterra model with demographic noise
arXiv:2009.10565 · doi:10.1103/PhysRevLett.126.258301
Abstract
In this letter we study a reference model in theoretical ecology, the disordered Lotka-Volterra model for ecological communities, in the presence of finite demographic noise. Our theoretical analysis, which takes advantage of a mapping to an equilibrium disordered system, proves that for sufficiently heterogeneous interactions and low demographic noise the system displays a multiple equilibria phase, which we fully characterize. In particular, we show that in this phase the number of stable equilibria is exponential in the number of species. Upon further decreasing the demographic noise, we unveil a "Gardner" transition to a marginally stable phase, similar to that observed in jamming of amorphous materials. We confirm and complement our analytical results by numerical simulations. Furthermore, we extend their relevance by showing that they hold for others interacting random dynamical systems, such as the Random Replicant Model. Finally, we discuss their extension to the case of asymmetric couplings.
arXiv comment5 pages, 5 figures in the main text. 19 pages and 13 figures considering the Supplementary Material
References in corpus (30)
- Analytical Solution of the Off-Equilibrium Dynamics of a Long Range Spin-Glass Model
- Energy flow, partial equilibration and effective temperatures in systems with slow dynamics
- Evolutionary game theory: Temporal and spatial effects beyond replicator dynamics
- Fractal free energy landscapes in structural glasses
- The structural glass transition and the entropy of the metastable states
- Nonequilibrium glass transitions in driven and active matter
- Glass and Jamming Transitions: From Exact Results to Finite-Dimensional Descriptions
- A phase transition between the niche and neutral regimes in ecology
- Phase space geometry and slow dynamics
- Marginally Stable Equilibria in Critical Ecosystems
- On the stationary points of the TAP free energy
- A collective phase in resource competition in a highly diverse ecosystem
- Integration of Langevin Equations with Multiplicative Noise and Viability of Field Theories for Absorbing Phase Transitions
- Interfacial Velocity Corrections due to Multiplicative Noise
- A minimal model for microbial biodiversity can reproduce experimentally observed ecological patterns
- A generalized model of island biodiversity
- Nonlinear Analogue of the May-Wigner Instability Transition
- On Mean Field Glassy Dynamics out of Equilibrium
- May's Instability in Large Economies
- The prevalence of chaotic dynamics in games with many players
- Perspective: Gardner Physics in Amorphous Solids and Beyond
- Demographic noise can lead to the spontaneous formation of species
- Numerical schemes for continuum models of reaction-diffusion systems subject to internal noise
- A Crash Course on Aging
- Replica Symmetry Breaking in the Random Replicant Model
- Constraint satisfaction mechanisms for marginal stability and criticality in large ecosystems
- Hessian spectrum at the global minimum of high-dimensional random landscapes
- Ecological communities from random generalised Lotka-Volterra dynamics with non-linear feedback
- Simulation of Spatial Systems with Demographic Noise
- Entropy and typical properties of Nash equilibria in two-player games
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- Artificial selection of communities drives the emergence of structured interactions
- Dynamical mean-field theory: from ecosystems to reaction networks
- Aging by near-extinctions in many-variable interacting populations
- Dynamical Mean-Field Theory of Complex Systems on Sparse Directed Networks
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- Arrangement of nearby minima and saddles in the mixed spherical energy landscapes
- Unlearnable Games and "Satisficing'' Decisions: A Simple Model for a Complex World
- Nonreciprocal Spin-Glass Transition and Aging
- Jamming, relaxation, and memory in a structureless glass former
- Dynamical Theory for Adaptive Systems
- Competitive exclusion and Hebbian couplings in random generalised Lotka-Volterra systems
- When you can't count, sample! Computable entropies beyond equilibrium from basin volumes
- When is the average number of saddle points typical?
- The Spectral Boundary of Block Structured Random Matrices
- Demographic noise in complex ecological communities
- Glass--like transition described by toppling of stability hierarchy
- Flocking with random non-reciprocal interactions
- A path integral approach to sparse non-Hermitian random matrices
- Far-from-equilibrium complex landscapes
- Microbiomes Through The Looking Glass: Linking species interactions to dysbiosis through a disordered Lotka-Volterra framework
- Topological Phase Transitions in a Constrained Two-Qubit Quantum Control Landscape
- Generalized Lotka-Volterra model with sparse interactions: non-Gaussian effects and topological multiple-equilibria phase
- Stochastic Thermodynamics of Non-reciprocally Interacting Particles and Fields
- Tailoring the overlap distribution in driven mean-field spin models
- Critical behavior of a phase transition in the dynamics of interacting populations
- Satisfiability transition in asymmetric neural networks
- Critical Slowing Down along the Separatrix of Lotka-Volterra Model of Competition
- Effective one-dimension reduction of multi-compartment complex systems dynamics
- Rényi complexity in mean-field disordered systems
- Minimal model of self-organized clusters with phase transitions in ecological communities
- Random motility regulation as a generic mechanism of community formation
- Zero-temperature dynamics of the spherical model with non-reciprocal interactions