The structure and dynamics of multilayer networks

S Boccaletti, G Bianconi, R Criado, CI Del Genio… - Physics reports, 2014 - Elsevier
In the past years, network theory has successfully characterized the interaction among the
constituents of a variety of complex systems, ranging from biological to technological, and …

Ising formulations of many NP problems

A Lucas - Frontiers in physics, 2014 - frontiersin.org
We provide Ising formulations for many NP-complete and NP-hard problems, including all of
Karp's 21 NP-complete problems. This collects and extends map**s to the Ising model …

The clock and the pizza: Two stories in mechanistic explanation of neural networks

Z Zhong, Z Liu, M Tegmark… - Advances in Neural …, 2024 - proceedings.neurips.cc
Do neural networks, trained on well-understood algorithmic tasks, reliably rediscover known
algorithms? Several recent studies, on tasks ranging from group operations to in-context …

Critical phenomena in complex networks

SN Dorogovtsev, AV Goltsev, JFF Mendes - Reviews of Modern Physics, 2008 - APS
The combination of the compactness of networks, featuring small diameters, and their
complex architectures results in a variety of critical effects dramatically different from those in …

Identification of direct residue contacts in protein–protein interaction by message passing

M Weigt, RA White, H Szurmant… - Proceedings of the …, 2009 - National Acad Sciences
Understanding the molecular determinants of specificity in protein–protein interaction is an
outstanding challenge of postgenome biology. The availability of large protein databases …

[BOOK][B] Spin Glass Theory and Far Beyond: Replica Symmetry Breaking after 40 Years

P Charbonneau, E Marinari, G Parisi, F Ricci-tersenghi… - 2023 - books.google.com
About sixty years ago, the anomalous magnetic response of certain magnetic alloys drew
the attention of theoretical physicists. It soon became clear that understanding these …

Automatically generating personalized user interfaces with Supple

KZ Gajos, DS Weld, JO Wobbrock - Artificial intelligence, 2010 - Elsevier
Today's computer–human interfaces are typically designed with the assumption that they are
going to be used by an able-bodied person, who is using a typical set of input and output …

Mathematical foundation of quantum annealing

S Morita, H Nishimori - Journal of Mathematical Physics, 2008 - pubs.aip.org
Quantum annealing is a generic name of quantum algorithms that use quantum-mechanical
fluctuations to search for the solution of an optimization problem. It shares the basic idea …

Complex quantum networks: a topical review

J Nokkala, J Piilo, G Bianconi - Journal of Physics A …, 2024 - iopscience.iop.org
These are exciting times for quantum physics as new quantum technologies are expected to
soon transform computing at an unprecedented level. Simultaneously network science is …

Measuring instance difficulty for combinatorial optimization problems

K Smith-Miles, L Lopes - Computers & Operations Research, 2012 - Elsevier
Discovering the conditions under which an optimization algorithm or search heuristic will
succeed or fail is critical for understanding the strengths and weaknesses of different …