Exact solutions for diluted spin glasses and optimization problems
arXiv:cond-mat/0103328 · doi:10.1103/PhysRevLett.87.127209
Abstract
We study the low temperature properties of p-spin glass models with finite connectivity and of some optimization problems. Using a one-step functional replica symmetry breaking Ansatz we can solve exactly the saddle-point equations for graphs with uniform connectivity. The resulting ground state energy is in perfect agreement with numerical simulations. For fluctuating connectivity graphs, the same Ansatz can be used in a variational way: For p-spin models (known as p-XOR-SAT in computer science) it provides the exact configurational entropy together with the dynamical and static critical connectivities (for p=3, γ_d=0.818 and γ_s=0.918 resp.), whereas for hard optimization problems like 3-SAT or Bicoloring it provides new upper bounds for their critical thresholds (γ_c^{var}=4.396 and γ_c^{var}=2.149 resp.).
4 pages, 1 figure, accepted for publication in PRL
References in corpus (1)
Cited by in corpus (57)
- The random K-satisfiability problem: from an analytic solution to an efficient algorithm
- Rigorous decimation-based construction of ground pure states for spin glass models on random lattices
- Typical random 3-SAT formulae and the satisfiability threshold
- The Quantum Adiabatic Algorithm applied to random optimization problems: the quantum spin glass perspective
- The glassy phase of Gallager codes
- Hiding solutions in random satisfiability problems: A statistical mechanics approach
- First-order transitions and the performance of quantum algorithms in random optimization problems
- On the cooling-schedule dependence of the dynamics of mean-field glasses
- The Dynamic Phase Transition for Decoding Algorithms
- Numerical Results for Ground States of Mean-Field Spin Glasses at low Connectivities
- Glassy behavior induced by geometrical frustration in a hard-core lattice gas model
- Finite-Connectivity Spin-Glass Phase Diagrams and Low Density Parity Check Codes
- Statistical mechanics of the vertex-cover problem
- The 3-SAT problem with large number of clauses in -replica symmetry breaking scheme
- Charting the replica symmetric phase
- Spin glass models with ferromagnetically biased couplings on the Bethe lattice: analytic solutions and numerical simulations
- Jamming Model for the Extremal Optimization Heuristic
- Diluted Mean-Field Spin-Glass Models at Criticality
- Trapping of Continuous-Time Quantum walks on Erdos-Renyi graphs
- One step RSB scheme for the rate distortion function
- Simulations of Ground State Fluctuations in Mean-Field Ising Spin Glasses
- Glassy dynamics in granular compaction: sand on random graphs
- Belief propagation for graph partitioning
- Aging dynamics of heterogeneous spin models
- Complexity transitions in global algorithms for sparse linear systems over finite fields
- Metastable configurations of spin models on random graphs
- First- and second-order phase transitions in Ising models on small world networks, simulations and comparison with an effective field theory
- Communication and correlation among communities
- Minimum vertex cover problems on random hypergraphs: replica symmetric solution and a leaf removal algorithm
- Statistical physics of hard combinatorial optimization: The vertex cover problem
- On the relation between kinetically constrained models of glass dynamics and the random first-order transition theory
- Source coding by efficient selection of ground states clusters
- Graph's Topology and Free Energy of a Spin Model on the Graph
- Enhancing the efficiency of quantum annealing via reinforcement: A path-integral Monte Carlo simulation of the quantum reinforcement algorithm
- Typical behavior of the linear programming method for combinatorial optimization problems: From a statistical-mechanical perspective
- Minimal Dominating Set problem studied by simulated annealing and cavity method: Analytics and population dynamics
- Survey propagation at finite temperature: application to a Sourlas code as a toy model
- Spin glass phase transitions in the random feedback vertex set problem
- Thermodynamic Construction of an One-Step Replica-Symmetry-Breaking Solution in Finite Connectivity Spin Glasses
- Numerical Results for Spin Glass Ground States on Bethe Lattices: Gaussian Bonds
- New Understanding of the Bethe Approximation and the Replica Method
- Phase Transition for Random Quantified XOR-Formulas
- Entropic barriers as a reason for hardness in both classical and quantum algorithms
- Dynamics of sparse Boolean networks with multi-node and self-interactions
- Barriers and local minima in energy landscapes of stochastic local search
- Realizing interdependent couplings as thermal or higher-order interactions
- Multiple transitions in an infinite range p-spin random-crystal field Blume Capel model
- Optimization and Physics: On the satisfiability of random Boolean formulae
- Calculation of 1RSB transition temperature of spin glass models on regular random graphs under the replica symmetric ansatz
- A local algorithm and its percolation analysis of bipartite -matching problem
- Supervised and Unsupervised protocols for hetero-associative neural networks
- Overcoming the complexity barrier of the dynamic message-passing method in networks with fat-tailed degree distributions
- Dynamic message-passing approach for kinetic spin models with reversible dynamics
- Replica analysis of Franz-Parisi potential for sparse systems
- Free energy equivalence between mean-field models and nonsparsely diluted mean-field models
- Typical rank of coin-toss power-law random matrices over GF(2)
- Uncovering the non-equilibrium stationary properties in sparse Boolean networks