Searching the landscape of flux vacua with genetic algorithms

Cole, Alex; Schachner, Andreas; Shiu, Gary

doi:10.1007/jhep11(2019)045

Searching the landscape of flux vacua with genetic algorithms

Journal Article · Fri Nov 08 00:00:00 EST 2019 · Journal of High Energy Physics (Online)

DOI:https://doi.org/10.1007/jhep11(2019)045· OSTI ID:1803130

^[1]; Schachner, Andreas ^[2]; Shiu, Gary ^[2]

Univ. of Wisconsin, Madison, WI (United States). Dept. of Physics; OSTI
Univ. of Wisconsin, Madison, WI (United States). Dept. of Physics

In this paper, we employ genetic algorithms to explore the landscape of type IIB flux vacua. We show that genetic algorithms can efficiently scan the landscape for viable solutions satisfying various criteria. More specifically, we consider a symmetric T 6 as well as the conifold region of a Calabi-Yau hypersurface. We argue that in both cases genetic algorithms are powerful tools for finding flux vacua with interesting phenomenological properties. We also compare genetic algorithms to algorithms based on different breeding mechanisms as well as random walk approaches.

View Accepted Manuscript (DOE)

Research Organization:: Univ. of Wisconsin, Madison, WI (United States)

Sponsoring Organization:: USDOE Office of Science (SC)

Grant/Contract Number:: SC0017647

OSTI ID:: 1803130

Journal Information:: Journal of High Energy Physics (Online), Journal Name: Journal of High Energy Physics (Online) Journal Issue: 11 Vol. 2019; ISSN 1029-8479

Publisher:: Springer BerlinCopyright Statement

Country of Publication:: United States

Language:: English

References (121)

Triangulations and meshes in computational geometry Edelsbrunner, Herbert Acta Numerica, Vol. 9 https://doi.org/10.1017/s0962492900001331	journal	January 2000
Spectral analysis of early-type stars using a genetic algorithm based fitting method Mokiem, M. R.; de Koter, A.; Puls, J. Astronomy & Astrophysics, Vol. 441, Issue 2 https://doi.org/10.1051/0004-6361:20053522	journal	September 2005
Genetic‐Algorithm–based Asteroseismological Analysis of the DBV White Dwarf GD 358 Metcalfe, T. S.; Nather, R. E.; Winget, D. E. The Astrophysical Journal, Vol. 545, Issue 2 https://doi.org/10.1086/317862	journal	December 2000
Large-volume flux compactifications: moduli spectrum and D3/D7 soft supersymmetry breaking Conlon, Joseph P.; Quevedo, Fernando; Suruliz, Kerim Journal of High Energy Physics, Vol. 2005, Issue 08 https://doi.org/10.1088/1126-6708/2005/08/007	journal	August 2005
Computational complexity of vacua and near-vacua in field and string theory Halverson, James; Ruehle, Fabian Physical Review D, Vol. 99, Issue 4 https://doi.org/10.1103/physrevd.99.046015	journal	February 2019
Descriptive Sampling: A Better Approach to Monte Carlo Simulation Saliby, Eduardo The Journal of the Operational Research Society, Vol. 41, Issue 12 https://doi.org/10.2307/2583110	journal	December 1990
Evidence for a Lattice Weak Gravity Conjecture Heidenreich, Ben; Reece, Matthew; Rudelius, Tom arXiv https://doi.org/10.48550/arxiv.1606.08437	text	January 2016
Evolving neural networks with genetic algorithms to study the String Landscape Ruehle, Fabian arXiv https://doi.org/10.48550/arxiv.1706.07024	text	January 2017
Machine Learning Line Bundle Cohomologies of Hypersurfaces in Toric Varieties Klaewer, Daniel; Schlechter, Lorenz arXiv https://doi.org/10.48550/arxiv.1809.02547	text	January 2018
Deep learning in the heterotic orbifold landscape Mütter, Andreas; Parr, Erik; Vaudrevange, Patrick K. S. arXiv https://doi.org/10.48550/arxiv.1811.05993	text	January 2018
On the Taxonomy of Flux Vacua Giryavets, A.; Kachru, S.; Tripathy, P. K. arXiv https://doi.org/10.48550/arxiv.hep-th/0404243	text	January 2004
Statistics on the Heterotic Landscape: Gauge Groups and Cosmological Constants of Four-Dimensional Heterotic Strings Dienes, Keith R. arXiv https://doi.org/10.48550/arxiv.hep-th/0602286	text	January 2006
Practical Genetic Algorithms Haupt, Randy L.; Haupt, Sue Ellen https://doi.org/10.1002/0471671746	book	May 2003
A Tower Weak Gravity Conjecture from Infrared Consistency Andriolo, Stefano; Junghans, Daniel; Noumi, Toshifumi Fortschritte der Physik, Vol. 66, Issue 5 https://doi.org/10.1002/prop.201800020	journal	May 2018
The Swampland: Introduction and Review Palti, Eran Fortschritte der Physik, Vol. 67, Issue 6 https://doi.org/10.1002/prop.201900037	journal	April 2019
Type IIB Flux Vacua and Tadpole Cancellation Betzler, Philip; Plauschinn, Erik Fortschritte der Physik, Vol. 67, Issue 11 https://doi.org/10.1002/prop.201900065	journal	August 2019
Funnels, pathways, and the energy landscape of protein folding: A synthesis Bryngelson, Joseph D.; Onuchic, José Nelson; Socci, Nicholas D. Proteins: Structure, Function, and Genetics, Vol. 21, Issue 3 https://doi.org/10.1002/prot.340210302	journal	March 1995
How to Solve It: Modern Heuristics Michalewicz, Zbigniew; Fogel, David B. https://doi.org/10.1007/978-3-662-07807-5	book	January 2004
Optimization by simulated annealing: Quantitative studies Kirkpatrick, Scott Journal of Statistical Physics, Vol. 34, Issue 5-6 https://doi.org/10.1007/BF01009452	journal	March 1984
Easily searched encodings for number partitioning Ruml, W.; Ngo, J. T.; Marks, J. Journal of Optimization Theory and Applications, Vol. 89, Issue 2 https://doi.org/10.1007/BF02192530	journal	May 1996
Sharpening the weak gravity conjecture with dimensional reduction Heidenreich, Ben; Reece, Matthew; Rudelius, Tom Journal of High Energy Physics, Vol. 2016, Issue 2 https://doi.org/10.1007/JHEP02(2016)140	journal	February 2016
Persistent homology and string vacua Cirafici, Michele Journal of High Energy Physics, Vol. 2016, Issue 3 https://doi.org/10.1007/JHEP03(2016)045	journal	March 2016
Topological data analysis for the string landscape Cole, Alex; Shiu, Gary Journal of High Energy Physics, Vol. 2019, Issue 3 https://doi.org/10.1007/JHEP03(2019)054	journal	March 2019
A profile likelihood analysis of the constrained MSSM with genetic algorithms Akrami, Yashar; Scott, Pat; Edsjö, Joakim Journal of High Energy Physics, Vol. 2010, Issue 4 https://doi.org/10.1007/JHEP04(2010)057	journal	April 2010
Slow-roll inflation in non-geometric flux compactification Damian, Cesar; Díaz-Barrón, Luis R.; Loaiza-Brito, Oscar Journal of High Energy Physics, Vol. 2013, Issue 6 https://doi.org/10.1007/JHEP06(2013)109	journal	June 2013
Branes with brains: exploring string vacua with deep reinforcement learning Halverson, James; Nelson, Brent; Ruehle, Fabian Journal of High Energy Physics, Vol. 2019, Issue 6 https://doi.org/10.1007/JHEP06(2019)003	journal	June 2019
Fully stable dS vacua from generalised fluxes Blåbäck, Johan; Danielsson, Ulf; Dibitetto, Giuseppe Journal of High Energy Physics, Vol. 2013, Issue 8 https://doi.org/10.1007/JHEP08(2013)054	journal	August 2013
Genetic algorithms and the search for viable string vacua Abel, Steven; Rizos, John Journal of High Energy Physics, Vol. 2014, Issue 8 https://doi.org/10.1007/JHEP08(2014)010	journal	August 2014
Evidence for a sublattice weak gravity conjecture Heidenreich, Ben; Reece, Matthew; Rudelius, Tom Journal of High Energy Physics, Vol. 2017, Issue 8 https://doi.org/10.1007/JHEP08(2017)025	journal	August 2017
Evolving neural networks with genetic algorithms to study the string landscape Ruehle, Fabian Journal of High Energy Physics, Vol. 2017, Issue 8 https://doi.org/10.1007/JHEP08(2017)038	journal	August 2017
Learning non-Higgsable gauge groups in 4D F-theory Wang, Yi-Nan; Zhang, Zhibai Journal of High Energy Physics, Vol. 2018, Issue 8 https://doi.org/10.1007/JHEP08(2018)009	journal	August 2018
Machine learning in the string landscape Carifio, Jonathan; Halverson, James; Krioukov, Dmitri Journal of High Energy Physics, Vol. 2017, Issue 9 https://doi.org/10.1007/JHEP09(2017)157	journal	September 2017
Fencing in the swampland: quantum gravity constraints on large field inflation Brown, Jon; Cottrell, William; Shiu, Gary Journal of High Energy Physics, Vol. 2015, Issue 10 https://doi.org/10.1007/JHEP10(2015)023	journal	October 2015
The Weak Gravity Conjecture in three dimensions Montero, Miguel; Shiu, Gary; Soler, Pablo Journal of High Energy Physics, Vol. 2016, Issue 10 https://doi.org/10.1007/JHEP10(2016)159	journal	October 2016
Genetic Algorithms: Principles and Perspectives, A Guide to GA Theory Reeves, Colin R.; Rowe, Jonathan E. Operations Research/Computer Science Interfaces Series https://doi.org/10.1007/b101880	book	January 2002
Critical Points and Supersymmetric Vacua I Douglas, Michael R.; Shiffman, Bernard; Zelditch, Steve Communications in Mathematical Physics, Vol. 252, Issue 1-3 https://doi.org/10.1007/s00220-004-1228-y	journal	October 2004
Computing Persistent Homology Zomorodian, Afra; Carlsson, Gunnar Discrete & Computational Geometry, Vol. 33, Issue 2 https://doi.org/10.1007/s00454-004-1146-y	journal	November 2004
CFT's from Calabi–Yau four-folds Gukov, Sergei; Vafa, Cumrun; Witten, Edward Nuclear Physics B, Vol. 584, Issue 1-2 https://doi.org/10.1016/S0550-3213(00)00373-4	journal	September 2000
Computational complexity of the landscape: Part I Denef, Frederik; Douglas, Michael R. Annals of Physics, Vol. 322, Issue 5 https://doi.org/10.1016/j.aop.2006.07.013	journal	May 2007
Computational complexity of the landscape II—Cosmological considerations Denef, Frederik; Douglas, Michael R.; Greene, Brian Annals of Physics, Vol. 392 https://doi.org/10.1016/j.aop.2018.03.013	journal	May 2018
Model building and phenomenology of flux-induced supersymmetry breaking on D3-branes Marchesano, Fernando; Shiu, Gary; Wang, Lian-Tao Nuclear Physics B, Vol. 712, Issue 1-2 https://doi.org/10.1016/j.nuclphysb.2005.01.046	journal	April 2005
On the geometry of the string landscape and the swampland Ooguri, Hirosi; Vafa, Cumrun Nuclear Physics B, Vol. 766, Issue 1-3 https://doi.org/10.1016/j.nuclphysb.2006.10.033	journal	March 2007
Deep learning in the heterotic orbifold landscape Mütter, Andreas; Parr, Erik; Vaudrevange, Patrick K. S. Nuclear Physics B, Vol. 940 https://doi.org/10.1016/j.nuclphysb.2019.01.013	journal	March 2019
Machine learning CICY threefolds Bull, Kieran; He, Yang-Hui; Jejjala, Vishnu Physics Letters B, Vol. 785 https://doi.org/10.1016/j.physletb.2018.08.008	journal	October 2018
Distance and de Sitter conjectures on the Swampland Ooguri, Hirosi; Palti, Eran; Shiu, Gary Physics Letters B, Vol. 788 https://doi.org/10.1016/j.physletb.2018.11.018	journal	January 2019
Machine learning line bundle cohomologies of hypersurfaces in toric varieties Klaewer, Daniel; Schlechter, Lorenz Physics Letters B, Vol. 789 https://doi.org/10.1016/j.physletb.2019.01.002	journal	February 2019
Flux compactifications in string theory: A comprehensive review Graña, Mariana Physics Reports, Vol. 423, Issue 3 https://doi.org/10.1016/j.physrep.2005.10.008	journal	January 2006
Topological pattern recognition for point cloud data Carlsson, Gunnar Acta Numerica, Vol. 23 https://doi.org/10.1017/S0962492914000051	journal	May 2014
Mastering the game of Go with deep neural networks and tree search Silver, David; Huang, Aja; Maddison, Chris J. Nature, Vol. 529, Issue 7587 https://doi.org/10.1038/nature16961	journal	January 2016
Descriptive Sampling: A Better Approach to Monte Carlo Simulation Saliby, Eduardo Journal of the Operational Research Society, Vol. 41, Issue 12 https://doi.org/10.1057/jors.1990.180	journal	December 1990
Equation of State Calculations by Fast Computing Machines Metropolis, Nicholas; Rosenbluth, Arianna W.; Rosenbluth, Marshall N. The Journal of Chemical Physics, Vol. 21, Issue 6 https://doi.org/10.1063/1.1699114	journal	June 1953
Genetic Algorithms in Astronomy and Astrophysics Charbonneau, P. The Astrophysical Journal Supplement Series, Vol. 101 https://doi.org/10.1086/192242	journal	November 1995
Quantization of four-form fluxes and dynamical neutralization of the cosmological constant Bousso, Raphael; Polchinski, Joseph Journal of High Energy Physics, Vol. 2000, Issue 06 https://doi.org/10.1088/1126-6708/2000/06/006	journal	May 2000
The statistics of string/M theory vacua Douglas, Michael R. Journal of High Energy Physics, Vol. 2003, Issue 05 https://doi.org/10.1088/1126-6708/2003/05/046	journal	May 2003
Moduli stabilization from fluxes in a simple IIB orientifold Kachru, Shamit; Schulz, Michael; Trivedi, Sandip P. Journal of High Energy Physics, Vol. 2003, Issue 10 https://doi.org/10.1088/1126-6708/2003/10/007	journal	October 2003
Counting Flux Vacua Ashok, Sujay K.; Douglas, Michael R. Journal of High Energy Physics, Vol. 2004, Issue 01 https://doi.org/10.1088/1126-6708/2004/01/060	journal	January 2004
Flux Compactifications on Calabi-Yau Threefolds Giryavets, Alexander; Kachru, Shamit; Tripathy, Prasanta K. Journal of High Energy Physics, Vol. 2004, Issue 04 https://doi.org/10.1088/1126-6708/2004/04/003	journal	April 2004
Distributions of flux vacua Denef, Frederik; Douglas, Michael R. Journal of High Energy Physics, Vol. 2004, Issue 05 https://doi.org/10.1088/1126-6708/2004/05/072	journal	May 2004
Building a Better Racetrack Denef, Frederik; Douglas, Michael R.; Florea, Bogdan Journal of High Energy Physics, Vol. 2004, Issue 06 https://doi.org/10.1088/1126-6708/2004/06/034	journal	June 2004
Genetic Algorithms and Experimental Discrimination of SUSY Models Allanach, B. C.; Grellscheid, D.; Quevedo, F. Journal of High Energy Physics, Vol. 2004, Issue 07 https://doi.org/10.1088/1126-6708/2004/07/069	journal	July 2004
On the Taxonomy of Flux Vacua Giryavets, A.; Kachru, S.; Tripathy, P. K. Journal of High Energy Physics, Vol. 2004, Issue 08 https://doi.org/10.1088/1126-6708/2004/08/002	journal	August 2004
Is there a string theory landscape? Banks, Tom; Dine, Michael; Gorbatov, Elie Journal of High Energy Physics, Vol. 2004, Issue 08 https://doi.org/10.1088/1126-6708/2004/08/058	journal	August 2004
On the Explicit Construction and Statistics of Calabi-Yau Flux Vacua Conlon, Joseph P.; Quevedo, Fernando Journal of High Energy Physics, Vol. 2004, Issue 10 https://doi.org/10.1088/1126-6708/2004/10/039	journal	October 2004
Landscape, the Scale of SUSY Breaking, and Inflation Kallosh, Renata; Linde, Andrei Journal of High Energy Physics, Vol. 2004, Issue 12 https://doi.org/10.1088/1126-6708/2004/12/004	journal	December 2004
Enumerating Flux Vacua with Enhanced Symmetries DeWolfe, Oliver; Giryavets, Alexander; Kachru, Shamit Journal of High Energy Physics, Vol. 2005, Issue 02 https://doi.org/10.1088/1126-6708/2005/02/037	journal	February 2005
Systematics of Moduli Stabilisation in Calabi-Yau Flux Compactifications Balasubramanian, Vijay; Berglund, Per; Conlon, Joseph P. Journal of High Energy Physics, Vol. 2005, Issue 03 https://doi.org/10.1088/1126-6708/2005/03/007	journal	March 2005
Distributions of nonsupersymmetric flux vacua Denef, Frederik; Douglas, Michael R. Journal of High Energy Physics, Vol. 2005, Issue 03 https://doi.org/10.1088/1126-6708/2005/03/061	journal	March 2005
Statistics of M theory vacua Acharya, Bobby S.; Denef, Frederik; Valandro, Roberto Journal of High Energy Physics, Vol. 2005, Issue 06 https://doi.org/10.1088/1126-6708/2005/06/056	journal	June 2005
Branches of the landscape Dine, Michael; O'Neil, Deva; Sun, Zheng Journal of High Energy Physics, Vol. 2005, Issue 07 https://doi.org/10.1088/1126-6708/2005/07/014	journal	July 2005
One in a billion: MSSM-like D-brane statistics Gmeiner, Florian; Blumenhagen, Ralph; Honecker, Gabriele Journal of High Energy Physics, Vol. 2006, Issue 01 https://doi.org/10.1088/1126-6708/2006/01/004	journal	January 2006
The landscape of intersecting brane models Douglas, Michael R.; Taylor, Washington Journal of High Energy Physics, Vol. 2007, Issue 01 https://doi.org/10.1088/1126-6708/2007/01/031	journal	January 2007
De Sitter string vacua from Kähler uplifting Westphal, Alexander Journal of High Energy Physics, Vol. 2007, Issue 03 https://doi.org/10.1088/1126-6708/2007/03/102	journal	March 2007
The string landscape, black holes and gravity as the weakest force Arkani-Hamed, Nima; Motl, Luboš; Nicolis, Alberto Journal of High Energy Physics, Vol. 2007, Issue 06 https://doi.org/10.1088/1126-6708/2007/06/060	journal	June 2007
Low energy supersymmetry from the landscape Dine, Michael; Gorbatov, Elie; Thomas, Scott Journal of High Energy Physics, Vol. 2008, Issue 08 https://doi.org/10.1088/1126-6708/2008/08/098	journal	August 2008
A new perspective on dark energy modeling via genetic algorithms Nesseris, Savvas; García-Bellido, Juan Journal of Cosmology and Astroparticle Physics, Vol. 2012, Issue 11 https://doi.org/10.1088/1475-7516/2012/11/033	journal	November 2012
Accelerated universes from type IIA compactifications Blåbäck, Johan; Danielsson, Ulf; Dibitetto, Giuseppe Journal of Cosmology and Astroparticle Physics, Vol. 2014, Issue 03 https://doi.org/10.1088/1475-7516/2014/03/003	journal	March 2014
Persistent homology and non-Gaussianity Cole, Alex; Shiu, Gary Journal of Cosmology and Astroparticle Physics, Vol. 2018, Issue 03 https://doi.org/10.1088/1475-7516/2018/03/025	journal	March 2018
Topology and data Carlsson, Gunnar Bulletin of the American Mathematical Society, Vol. 46, Issue 2 https://doi.org/10.1090/S0273-0979-09-01249-X	journal	January 2009
GAz: a genetic algorithm for photometric redshift estimation Hogan, Robert; Fairbairn, Malcolm; Seeburn, Navin Monthly Notices of the Royal Astronomical Society, Vol. 449, Issue 2 https://doi.org/10.1093/mnras/stv430	journal	March 2015
Hierarchies from fluxes in string compactifications Giddings, Steven B.; Kachru, Shamit; Polchinski, Joseph Physical Review D, Vol. 66, Issue 10 https://doi.org/10.1103/PhysRevD.66.106006	journal	November 2002
de Sitter vacua in string theory Kachru, Shamit; Kallosh, Renata; Linde, Andrei Physical Review D, Vol. 68, Issue 4 https://doi.org/10.1103/PhysRevD.68.046005	journal	August 2003
Statistics on the heterotic landscape: Gauge groups and cosmological constants of four-dimensional heterotic strings Dienes, Keith R. Physical Review D, Vol. 73, Issue 10 https://doi.org/10.1103/PhysRevD.73.106010	journal	May 2006
More stable de Sitter vacua from S -dual nongeometric fluxes Damian, Cesar; Loaiza-Brito, Oscar Physical Review D, Vol. 88, Issue 4 https://doi.org/10.1103/PhysRevD.88.046008	journal	August 2013
de Sitter vacua from nonperturbative flux compactifications Blåbäck, Johan; Roest, Diederik; Zavala, Ivonne Physical Review D, Vol. 90, Issue 2 https://doi.org/10.1103/PhysRevD.90.024065	journal	July 2014
Machine learning of Calabi-Yau volumes Krefl, Daniel; Seong, Rak-Kyeong Physical Review D, Vol. 96, Issue 6 https://doi.org/10.1103/PhysRevD.96.066014	journal	September 2017
Fast optimization algorithms and the cosmological constant Bao, Ning; Bousso, Raphael; Jordan, Stephen Physical Review D, Vol. 96, Issue 10 https://doi.org/10.1103/PhysRevD.96.103512	journal	November 2017
Computational complexity of vacua and near-vacua in field and string theory Halverson, James; Ruehle, Fabian Physical Review D, Vol. 99, Issue 4 https://doi.org/10.1103/PhysRevD.99.046015	journal	February 2019
Flux compactification Douglas, Michael R.; Kachru, Shamit Reviews of Modern Physics, Vol. 79, Issue 2 https://doi.org/10.1103/RevModPhys.79.733	journal	May 2007
The Statistics of String/M Theory Vacua Douglas, Michael R. Proceedings of the 2nd International Conference, String Phenomenology 2003 https://doi.org/10.1142/9789812702463_0014	conference	January 2012
Computing persistent homology Zomorodian, Afra; Carlsson, Gunnar Proceedings of the twentieth annual symposium on Computational geometry - SCG '04 https://doi.org/10.1145/997817.997870	conference	January 2004
The Science of Breeding and Its Application to the Breeder Genetic Algorithm (BGA) Mühlenbein, Heinz; Schlierkamp-Voosen, Dirk Evolutionary Computation, Vol. 1, Issue 4 https://doi.org/10.1162/evco.1993.1.4.335	journal	December 1993
A Comparison of Selection Schemes Used in Evolutionary Algorithms Blickle, Tobias; Thiele, Lothar Evolutionary Computation, Vol. 4, Issue 4 https://doi.org/10.1162/evco.1996.4.4.361	journal	December 1996
Practical Genetic Algorithms Anderson-Cook, Christine M. Journal of the American Statistical Association, Vol. 100, Issue 471 https://doi.org/10.1198/jasa.2005.s45	journal	September 2005
Takeover Times of Noisy Non-Generational Selection Rules that Undo Extinction Rudolph, Günter Universität Dortmund https://doi.org/10.17877/de290r-15300	text	January 2001
Equation of state calculations by fast computing machines Metropolis, Nicholas; Rosenbluth, Arianna W.; Rosenbluth, Marshall N. https://doi.org/10.2172/4390578	report	March 1953
A Profile Likelihood Analysis of the Constrained MSSM with Genetic Algorithms Akrami, Yashar; Scott, Pat; Edsjö, Joakim arXiv https://doi.org/10.48550/arxiv.0910.3950	text	January 2009
Slow-Roll Inflation in Non-geometric Flux Compactification Damian, Cesar; Diaz-Barron, Luis R.; Loaiza-Brito, Oscar arXiv https://doi.org/10.48550/arxiv.1302.0529	text	January 2013
Accelerated Universes from type IIA Compactifications Blåbäck, Johan; Danielsson, Ulf; Dibitetto, Giuseppe arXiv https://doi.org/10.48550/arxiv.1310.8300	text	January 2013
Genetic Algorithms and the Search for Viable String Vacua Abel, Steven; Rizos, John arXiv https://doi.org/10.48550/arxiv.1404.7359	text	January 2014
GAz: A Genetic Algorithm for Photometric Redshift Estimation Hogan, Robert; Fairbairn, Malcolm; Seeburn, Navin arXiv https://doi.org/10.48550/arxiv.1412.5997	text	January 2014
Fencing in the Swampland: Quantum Gravity Constraints on Large Field Inflation Brown, Jon; Cottrell, William; Shiu, Gary arXiv https://doi.org/10.48550/arxiv.1503.04783	preprint	January 2015
Persistent Homology and String Vacua Cirafici, Michele arXiv https://doi.org/10.48550/arxiv.1512.01170	text	January 2015
A Tower Weak Gravity Conjecture from Infrared Consistency Andriolo, Stefano; Junghans, Daniel; Noumi, Toshifumi arXiv https://doi.org/10.48550/arxiv.1802.04287	text	January 2018
The Swampland: Introduction and Review Palti, Eran arXiv https://doi.org/10.48550/arxiv.1903.06239	text	January 2019
Branes with Brains: Exploring String Vacua with Deep Reinforcement Learning Halverson, James; Nelson, Brent; Ruehle, Fabian arXiv https://doi.org/10.48550/arxiv.1903.11616	text	January 2019
Spectral analysis of early-type stars using a genetic algorithm based fitting method Mokiem, M. R.; de Koter, A.; Puls, J. arXiv https://doi.org/10.48550/arxiv.astro-ph/0506751	text	January 2005
Quantization of Four-form Fluxes and Dynamical Neutralization of the Cosmological Constant Bousso, Raphael; Polchinski, Joseph arXiv https://doi.org/10.48550/arxiv.hep-th/0004134	text	January 2000
The statistics of string/M theory vacua Douglas, Michael R. arXiv https://doi.org/10.48550/arxiv.hep-th/0303194	text	January 2003
Counting Flux Vacua Ashok, Sujay; Douglas, Michael R. arXiv https://doi.org/10.48550/arxiv.hep-th/0307049	text	January 2003
Is There A String Theory Landscape Banks, Tom; Dine, Michael; Gorbatov, Elie arXiv https://doi.org/10.48550/arxiv.hep-th/0309170	text	January 2003
Flux Compactifications on Calabi-Yau Threefolds Giryavets, Alexander; Kachru, Shamit; Tripathy, Prasanta K. arXiv https://doi.org/10.48550/arxiv.hep-th/0312104	text	January 2003
Building a Better Racetrack Denef, Frederik; Douglas, Michael R.; Florea, Bogdan arXiv https://doi.org/10.48550/arxiv.hep-th/0404257	text	January 2004
Landscape, the Scale of SUSY Breaking, and Inflation Kallosh, Renata; Linde, Andrei arXiv https://doi.org/10.48550/arxiv.hep-th/0411011	text	January 2004
Enumerating Flux Vacua with Enhanced Symmetries DeWolfe, Oliver; Giryavets, Alexander; Kachru, Shamit arXiv https://doi.org/10.48550/arxiv.hep-th/0411061	text	January 2004
Model Building and Phenomenology of Flux-Induced Supersymmetry Breaking on D3-branes Marchesano, Fernando; Shiu, Gary; Wang, Lian-Tao arXiv https://doi.org/10.48550/arxiv.hep-th/0411080	text	January 2004
Distributions of nonsupersymmetric flux vacua Denef, Frederik; Douglas, Michael R. arXiv https://doi.org/10.48550/arxiv.hep-th/0411183	text	January 2004
Branches of the Landscape Dine, M.; O'Neil, D.; Sun, Z. arXiv https://doi.org/10.48550/arxiv.hep-th/0501214	text	January 2005
Statistics of M theory Vacua Acharya, Bobby S.; Denef, Frederik; Valandro, Roberto arXiv https://doi.org/10.48550/arxiv.hep-th/0502060	text	January 2005
One in a Billion: MSSM-like D-Brane Statistics Gmeiner, Florian; Blumenhagen, Ralph; Honecker, Gabriele arXiv https://doi.org/10.48550/arxiv.hep-th/0510170	text	January 2005
The landscape of intersecting brane models Douglas, Michael R.; Taylor, Washington arXiv https://doi.org/10.48550/arxiv.hep-th/0606109	text	January 2006
Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence Holland, John H. The MIT Press https://doi.org/10.7551/mitpress/1090.001.0001	book	January 1992

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