Belief PropagationExplores Belief Propagation in graphical models, factor graphs, spin glass examples, Boltzmann distributions, and graph coloring properties.
Belief Propagation on TreesExplores Belief Propagation on trees, discussing cavity marginals, message passing algorithms, and the computation of free entropy.
Molecular Dynamics and Monte CarloCovers computational methods for molecular systems at finite temperature, emphasizing stochastic sampling and time evolution simulations.
Solving Parity Games in PracticeExplores practical aspects of solving parity games, including winning strategies, algorithms, complexity, determinism, and heuristic approaches.