Dynamics Reading Club
Jascha specifically recommends
Crooks. Entropy production fluctuation theorem and the nonequilibrium work relation for free energy …. Physical Review E (1999)
Jaynes. Macroscopic Prediction. (1999) pp. 1-16
Newman. Power laws, Pareto distributions and Zipfʼs law. Contemporary physics (2005)
Sohl-Dickstein et al. Minimum Probability Flow Learning. arXiv (2009) vol. cs.LG
All potentially relevant papers
Bak et al. Self-organized criticality. Physical review A (1988)
Crooks and Jarzynski. On the work distribution for the adiabatic compression of a dilute classical gas. Arxiv preprint cond-mat (2006)
Crooks. Entropy production fluctuation theorem and the nonequilibrium work relation for free energy …. Physical Review E (1999)
Crooks. Beyond Boltzmann-Gibbs statistics: Maximum entropy hyperensembles out of equilibrium. Neural Comput Phys Rev E (1999)
Dorogovtsev and Mendes. Evolution of networks. Advances in Physics (2002)
Jarzynski. Rare events and the convergence of exponentially averaged work values. Arxiv preprint cond-mat (2006)
Jarzynski. Targeted free energy perturbation. PHYSICAL REVIEW-SERIES E- (2002)
Jarzynski. Nonequilibrium equality for free energy differences. Physical review letters (1997)
Jaynes. Macroscopic Prediction. (1999) pp. 1-16
Jaynes. The minimum entropy production principle. Annual Review of Physical Chemistry (1980)
Kawai et al. Dissipation: The phase-space perspective. J. Stat. Mech Phys Rev Lett (2004)
Langton and Forest. Computation at the edge of chaos: Phase transitions and emergent computation. MIT: Cambridge (1991)
Luzzi et al. Statistical foundations of irreversible thermodynamics. books.google.com (2000)
Newman. Power laws, Pareto distributions and Zipfʼs law. Contemporary physics (2005)
Shew et al. Neuronal avalanches imply maximum dynamic range in cortical networks at criticality. Arxiv preprint arXiv:0906.0527 (2009)
Sohl-Dickstein et al. Minimum Probability Flow Learning. arXiv (2009) vol. cs.LG
Zhang. Scaling theory of self-organized criticality. Physical review letters (1989)