bfkl
INFO Efficient Embedding of Scale-Free Graphs in the Hyperbolic Plane. Thomas Bläsius, Tobias Friedrich, Anton Krohmer, and Sören Laue (ESA 2016)
URL https://drops.dagstuhl.de/storage/00lipics/lipics-vol057-esa2016/LIPIcs.ESA.2016.16/LIPIcs.ESA.2016.16.pdf
0 -0.5 1 8 BFKL
0 +0.5 1 8 2016
RENAME BFKL

lampingrao0
INFO Laying out and Visualizing Large Trees Using a Hyperbolic Space. ohn Lamping and Ramana Rao (UIST 1994)
URL https://web.cs.dal.ca/~sbrooks/csci4166-6406/seminars/readings/Lamping_HyperbolicTree_UIST94.pdf
0 -0.5 1 8 F+C
0 +0.5 1 8 1994

lampingrao
INFO A Focus+Context Technique Based on Hyperbolic Geometry for Visualizing Large Hierarchies. John Lamping, Ramana Rao, and Peter Pirolli (CHI 1995)
URL https://dl.acm.org/doi/10.1145/223904.223956
0 -0.5 1 8 F+C
0 +0.5 1 8 1995

lampingrao2
INFO Visualizing Large Trees Using the Hyperbolic Browser. John Lamping and Ramano Rao (CHI 1996)
URL https://dl.acm.org/doi/10.1145/257089.257389
0 -0.5 1 8 F+C
0 +0.5 1 8 1996

lampingrao3
INFO The Hyperbolic Browser: A Focus+Context Technique for Visualizing Large Hierarchies (Journal of Visual Languages & Computing 1996)
URL https://www.sciencedirect.com/science/article/pii/S1045926X96900038
0 -0.5 1 8 F+C
0 +0.5 1 8 1996

munzner_www
INFO Visualizing the Structure of the World Wide Web in 3D Hyperbolic Space. Tamara Munzner, Paul Burchard (VRML 1995)
URL https://graphics.stanford.edu/papers/webviz/webviz.72dpi.pdf
0 -0.5 1 8 HypViewer
0 +0.5 1 8 1995

munzner
INFO H3: Laying Out Large Directed Graphs in 3D Hyperbolic Space. Tamara Munzner (InfoViz 1997)
URL https://graphics.stanford.edu/papers/h3/
0 -0.5 1 8 HypViewer
0 +0.5 1 8 1997

munzner2
INFO Drawing Large Graphs with H3Viewer and Site Manager. Tamara Munzner (GD 1998)
URL https://graphics.stanford.edu/papers/h3draw/gd98.pdf
0 -0.5 1 8 HypViewer
0 +0.5 1 8 1999

munzner3
INFO Exploring Large Graphs in 3D Hyperbolic Space. Tamara Munzner (IEEE Computer Graphics and Applications 1998)
URL https://www.cs.kent.edu/~jmaletic/cs63903/papers/Munzner98.pdf
0 -0.5 1 8 HypViewer
0 +0.5 1 8 1999

chm
INFO Hyperbolic mapping of complex networks based on community information. Zuxi Wang, Qingguang Li, Fengdong Jin, Wei Xiong, Yao Wu (Physica A 2016)
URL https://www.sciencedirect.com/science/article/abs/pii/S0378437116001813
0 -0.5 1 8 CHM
0 +0.5 1 8 2016
RENAME CHM (Community and Hyperbolid Mapping)

lpcs
INFO Link prediction based on hyperbolic mapping with community structure for complex networks. Zuxi Wang, Yao Wu, Qingguang Li, Fengdong Jin, Wei Xiong (Physica A 2016)
URL https://www.sciencedirect.com/science/article/abs/pii/S0378437116000182
0 -0.5 1 8 LPCS
0 +0.5 1 8 2016
RENAME LPCS (Link Prediction with Community Structure)

hmcs
INFO Fast hyperbolic mapping based on the hierarchical community structure in complex networks. Zuxi Wang, Lingjie Sun, Menglin Cai and Pengcheng Xie (J. Stat. Mech. 2019)
URL https://www.researchgate.net/publication/297723765_Hyperbolic_mapping_of_complex_networks_based_on_community_information
0 -0.5 1 8 HMCS
0 +0.5 1 8 2019
RENAME HMCS (Hyperbolic Mapping based on Hierarchical Community Structure)

nickel
INFO Poincare Embeddings for Learning Hierarchical Representations. Maximilian Nickel, Douwe Kiela (NeurIPS 2017)
URL https://papers.nips.cc/paper_files/paper/2017/file/59dfa2df42d9e3d41f5b02bfc32229dd-Paper.pdf
0 -0.5 1 8 Poincare
0 +0.5 1 8 2017
RENAME Poincare Embeddings

nickel2
INFO Learning Continuous Hierarchies in the Lorentz Model of Hyperbolic Geometry. Maximilian Nickel, Douwe Kiela (ICML 2018)
URL http://proceedings.mlr.press/v80/nickel18a/nickel18a.pdf
0 -0.5 1 8 Lorentz
0 +0.5 1 8 2018
RENAME Lorentz Embeddings

imphea
RENAME HyPy
INFO An improved hyperbolic embedding algorithm. Kenny Chowdhary and Tamara G. Kolda (J Complex Networks 2018)
URL https://academic.oup.com/comnet/article/6/3/321/4727184
0 -0.5 1 8 HyPy
0 +0.5 1 8 2018

kvk
INFO Link prediction with hyperbolic geometry. Maksim Kitsak, Ivan Voitalov, and Dmitri Krioukov (PhysRev Research 2020)
URL https://journals.aps.org/prresearch/abstract/10.1103/PhysRevResearch.2.043113
0 -0.5 1 8 KVK
0 +0.5 1 8 2020
RENAME KVK (Hyperlink)

coalescent
INFO Machine learning meets complex networks via coalescent embedding in the hyperbolic space. Alessandro Muscoloni, Josephine Maria Thomas, Sara Ciucci, Ginestra Bianconi & Carlo Vittorio Cannistraci  (Nature Communications 2017)
URL https://www.nature.com/articles/s41467-017-01825-5
0 -0.5 1 8 coalescent
0 +0.5 1 8 2017
RENAME Coalescent (ISOMAP)

rigel
INFO Fast and Scalable Analysis of Massive Social Graphs. Xiaohan Zhao, Alessandra Sala, Haitao Zheng and Ben Y. Zhao (arXiv 2011)
URL https://arxiv.org/abs/1107.5114
0 -0.5 1 8 Rigel
0 +0.5 1 8 2011

hydra
INFO Hydra: A method for strain-minimizing hyperbolic embedding of network- and distance-based data. Martin Keller-Ressel, Stephanie Nargang (arXiv 2019; Journal of Complex Networks 2020)
URL https://arxiv.org/abs/1903.08977
0 -0.5 1 8 hydra
0 +0.5 1 8 2020

lhydra
INFO Strain-Minimizing Hyperbolic Network Embeddings with Landmarks. Martin Keller-Ressel, Stephanie Nargang (JCNetworks 2022)
URL https://arxiv.org/abs/2207.06775
0 -0.5 1 8 L-hydra
0 +0.5 1 8 2022

anneal
INFO Modelling brain connectomes networks: Solv is a worthy competitor to hyperbolic geometry! Dorota Celinska-Kopczynska, Eryk Kopczynski (ECAI 2024)
URL https://arxiv.org/abs/2407.16077
0 -0.5 1 8 Anneal
0 +0.5 1 8 2024
RENAME Anneal (simulated annealing)

hypclove
INFO CLOVE, a Travelling Salesman’s approach to hyperbolic embeddings of complex networks with communities. Sámuel G. Balogh, Bendegúz Sulyok, Tamás Vicsek & Gergely Palla (Communications Physics 2025)
URL https://www.nature.com/articles/s42005-025-02306-8
0 -0.5 1 8 CLOVE
0 +0.5 1 8 2025
RENAME CLOVE (Cluster Level Optimized Vertex Embedding)

mercator
INFO Mercator: uncovering faithful hyperbolicembeddings of complex networks. Guillermo García-Pérez, Antoine Allard, M Ángeles Serrano and Marián Boguñá (New J. Phys. 2019)
URL https://iopscience.iop.org/article/10.1088/1367-2630/ab57d2
0 -0.5 1 8 Merc
0 +0.5 1 8 2019
RENAME Mercator

dmercator
INFO The D-Mercator method for the multidimensional hyperbolic embedding of real networks. Robert Jankowski, Antoine Allard, Marián Boguñá, M. Ángeles Serrano (Nature Communications 2023)
URL https://www.nature.com/articles/s41467-023-43337-5
0 -0.5 1 8 D-Merc
0 +0.5 1 8 2023
RENAME D-Mercator

bmercator
INFO Mapping bipartite networks into multidimensional hyperbolic spaces. Robert Jankowski, Roya Aliakbarisani, M. Ángeles Serrano (Communications Physics 2026)
URL https://www.nature.com/articles/s42005-025-02464-9
0 -0.5 1 8 B-Merc
0 +0.5 1 8 2026
RENAME B-Mercator

dhrg
INFO Discrete Hyperbolic Random Graph Model. Dorota Celi´nska-Kopczynska and Eryk Kopczynski (arXiv 2017, SEA 2022)
URL https://drops.dagstuhl.de/storage/00lipics/lipics-vol233-sea2022/LIPIcs.SEA.2022.1/LIPIcs.SEA.2022.1.pdf
0 -0.5 1 8 DHRG
0 +0.5 1 8 2022
RENAME DHRG (Discrete Hyperbolic Random Graph)

mltiles
INFO Numerically Accurate Hyperbolic Embeddings Using Tiling-Based Models. Tao Yu, Christopher M De Sa (NeurIPS 2019)
URL https://proceedings.neurips.cc/paper_files/paper/2019/file/82c2559140b95ccda9c6ca4a8b981f1e-Paper.pdf
0 -0.5 1 8 LTiling
0 +0.5 1 8 2019
RENAME LTiling

bigue
INFO Symmetry-driven embedding of networks in hyperbolic space. Simon Lizotte, Jean-Gabriel Young & Antoine Allard (Communications Physics 2025)
URL https://www.nature.com/articles/s42005-025-02122-0
0 -0.5 1 8 Bigue
0 +0.5 1 8 2025
RENAME Bigue (Bayesian Inference of a Graph’s Unknown Embedding)

treenotree
RENAME TreeRep
INFO Tree! I am no Tree! I am a Low Dimensional Hyperbolic Embedding (NeurIPS 2020)
URL https://proceedings.nips.cc/paper_files/paper/2020/file/093f65e080a295f8076b1c5722a46aa2-Paper.pdf
0 -0.5 1 8 TreeRep
0 +0.5 1 8 2020

LaBNE
INFO Efficient embedding of complex networks to hyperbolic space via their Laplacian. Gregorio Alanis-Lobato, Pablo Mier & Miguel A. Andrade-Navarro (Scientific Reports 2016)
URL https://www.nature.com/articles/srep30108
0 -0.5 1 8 LaBNE
0 +0.5 1 8 2016
RENAME LaBNE (Laplacian-based Network Embedding)

LaBNE_HM
INFO Manifold learning and maximum likelihood estimation for hyperbolic network embedding. Gregorio Alanis-Lobato, Pablo Mier and Miguel A. Andrade-Navarro (Applied Network Science 2016)
URL https://pubmed.ncbi.nlm.nih.gov/30533502/
0 -0.5 1 8 LaBNE+HM
0 +0.5 1 8 2016
RENAME LaBNE+HM (LaBNE + HyperMap)

hypermap
INFO Network geometry inference using common neighbors. Fragkiskos Papadopoulos, Rodrigo Aldecoa, and Dmitri Krioukov. (PhysRevE 2015)
URL https://journals.aps.org/pre/abstract/10.1103/PhysRevE.92.022807
0 -0.5 1 8 HM-CN
0 +0.5 1 8 2015
RENAME HyperMap-CN

Papadopoulos_2015
INFO Network Mapping by Replaying Hyperbolic Growth. Fragkiskos Papadopoulos, Constantinos Psomas, and Dmitri Kriouko (ToN 2015)
URL https://arxiv.org/abs/1205.4384
0 -0.5 1 8 HMap
0 +0.5 1 8 2015
RENAME HyperMap

multirel
INFO Multi-relational Poincaré Graph Embeddings. Ivana Balaževic, Carl Allen, Timothy Hospedale (NeurIPS 2019)
URL https://proceedings.neurips.cc/paper_files/paper/2019/file/f8b932c70d0b2e6bf071729a4fa68dfc-Paper.pdf
0 -0.5 1 8 MuRP
0 +0.5 1 8 2019
RENAME MuRP (Multi-Relational Poincare Model)

productembedding
INFO Learning Mixed-Curvature Representations in Product Spaces. Albert Gu, Frederic Sala, Beliz Gunel & Christopher R´e. (ICLR 2019)
URL https://openreview.net/pdf?id=HJxeWnCcF7
0 -0.5 1 8 hyperbolics
0 +0.5 1 8 2019
RENAME hyperbolics

reptradeoff
INFO Representation Tradeoffs for Hyperbolic Embeddings. Frederic Sala, Chris De Sa, Albert Gu, Christopher Re (ICML 2018)
URL http://proceedings.mlr.press/v80/sala18a/sala18a.pdf
0 -0.5 1 8 h-MDS
0 +0.5 1 8 2018
RENAME h-MDS

springembedder
INFO Non-Euclidean Spring Embedders. Stephen G. Kobourov, Kevin Wampler (IEEE Viz 2005)
URL https://www2.cs.arizona.edu/~kobourov/kobourov-wampler2005.pdf
0 -0.5 1 8 spring
0 +0.5 1 8 2005
RENAME spring embedder

earlykleinberg
INFO Geographic Routing Using Hyperbolic Space. Robert Kleinberg (INFOCOM 2007)
URL https://www.cs.cornell.edu/~rdk/papers/pgr.pdf
0 -0.5 1 8 Kleinberg
0 +0.5 1 8 2007
RENAME Kleinberg's Geographic Routing

earlyhypemb
INFO Hyperbolic Embedding of Internet Graph for Distance Estimation and Overlay Construction. Yuval Shavitt, Tomer Tankel (ToN 2008)
URL https://dl.acm.org/doi/abs/10.1109/TNET.2007.899021
0 -0.5 1 8 LRN
0 +0.5 1 8 2008
RENAME LRN (Log-Random and Neighbors)

cvetcrov
INFO Hyperbolic Embedding and Routing for Dynamic Graphs. A. Cvetkovski; M. Crovella (INFOCOM 2009)
URL https://www.cs.bu.edu/fac/crovella/paper-archive/infocom09-hyperbolic.pdf
0 -0.5 1 8 OGE
0 +0.5 1 8 2009
RENAME OGE (Online Greedy Embedding)

selfsim08
INFO Self-Similarity of Complex Networks and Hidden Metric Spaces. M. Angeles Serrano, Dmitri Krioukov, Marian Boguna. (PhysRev Letters 2008)
URL https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.100.078701
0 -0.5 1 8 S1
0 +0.5 1 8 2008
RENAME S1

curtemp
INFO Curvature and Temperature of Complex Networks. Dmitri Krioukov, Fragkiskos Papadopoulos, Amin Vahdat, Mari´an Bogu˜n´a (PhysRevE 2009)
URL http://complex.fmc.ub.edu/~mbogunya/eotools_files/files/PhysRevE_80_035101.pdf
0 -0.5 1 8 H2
0 +0.5 1 8 2009
RENAME H2 (Curvature and Temperature)

Krioukov_10
INFO Hyperbolic Geometry of Complex Networks. Dmitri Krioukov, Fragkiskos Papadopoulos, Maksim Kitsak, Amin Vahdat, Marian Boguna (PhysRevE 2010)
URL https://journals.aps.org/pre/abstract/10.1103/PhysRevE.82.036106
0 -0.5 1 8 H2
0 +0.5 1 8 2010
RENAME H2 (Hyperbolic Geometry of Complex Networks)

bogu_internet
INFO Sustaining the Internet with hyperbolic mapping. Marian Boguna, Fragkiskos Papadopoulos, Dmitri Krioukov (Nature Communications 2010)
URL https://arxiv.org/abs/1009.0267
0 -0.5 1 8 MH
0 +0.5 1 8 2010
RENAME MH (Metropolis-Hastings)

gfor
INFO Greedy Forwarding in Dynamic Scale-Free Networks Embedded in Hyperbolic Metric Spaces. Fragkiskos Papadopoulos, Dmitri Krioukov, Marian Boguna, Amin Vahdat (INFOCOM 2010)
URL https://arxiv.org/abs/0805.1266
0 -0.5 1 8 growing
0 +0.5 1 8 2010
RENAME growing model

sarkar
INFO Low Distortion Delaunay Embedding of Trees in Hyperbolic Plane. Rik Sarkar (GD 2011)
URL https://link.springer.com/chapter/10.1007/978-3-642-25878-7_34
0 -0.5 1 8 Sarkar
0 +0.5 1 8 2011
RENAME Sarkar

papa
INFO Popularity versus Similarity in Growing Networks. Fragkiskos Papadopoulos, Maksim Kitsak, M. Angeles Serrano, Marian Boguna, Dmitri Krioukov (Nature 2012)
URL https://arxiv.org/abs/1106.0286
0 -0.5 1 8 PSO
0 +0.5 1 8 2012
RENAME PSO

VERBEEK20161
INFO Metric Embedding, Hyperbolic Space, and Social Networks. Kevin Verbeek, Subhash Sur (SoCG 2014)
URL https://pure.tue.nl/ws/files/90532440/hypEmbedCGTARevised.pdf
0 -0.5 1 8 Verbeek et al
0 +0.5 1 8 2014
RENAME Verbeek and Sur

Cvetkovski2011MultidimensionalSI
INFO Multidimensional Scaling in the Poincaré Disk. Andrej CVETKOVSKI, Mark CROVELLA (Applied Mathematics & Information Sciences, 2016)
URL https://arxiv.org/abs/1105.5332
0 -0.5 1 8 PD-MDS
0 +0.5 1 8 2016
RENAME PD-MDS

hrviz
INFO Programming Languages in GitHub: A Visualization in Hyperbolic Plane. Dorota Celinska, Eryk Kopczynski (ICWSM 2017)
URL https://ojs.aaai.org/index.php/ICWSM/article/view/14862
0 -0.5 1 8 SAG
0 +0.5 1 8 2017
RENAME SAG

lorentzian
INFO Embedding graphs in Lorentzian spacetime. James R. Clough, Tim S. Evans (PLoS ONE 2017)
URL https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0187301
0 -0.5 1 8 L-MDS
0 +0.5 1 8 2017
RENAME L-MDS (Lorentzian MDS)

entailment
INFO Hyperbolic Entailment Cones for Learning Hierarchical Embeddings. Octavian-Eugen Ganea, Gary B´ecigneul, Thomas Hofmann (ICML 2018)
URL http://proceedings.mlr.press/v80/ganea18a/ganea18a.pdf
0 -0.5 1 8 Ganea et al
0 +0.5 1 8 2018
RENAME Ganea et al

curvilinear
INFO Minimum curvilinear automata with similarity attachment for network embedding and link prediction in the hyperbolic space. Alessandro Muscoloni1 and Carlo Vittorio Cannistraci (arXiv 2018)
URL https://arxiv.org/abs/1802.01183
0 -0.5 1 8 MCA
0 +0.5 1 8 2018
RENAME MCA (Minimum Curvilinear Automata)

asympso
INFO An Asymmetric Popularity-Similarity Optimization Method for Embedding Directed Networks into Hyperbolic Space. Zongning Wu, Zengru Di, and Ying Fan (Complexity 2020)
URL https://www.researchgate.net/publication/340870678_An_Asymmetric_Popularity-Similarity_Optimization_Method_for_Embedding_Directed_Networks_into_Hyperbolic_Space
0 -0.5 1 8 A-PSO
0 +0.5 1 8 2020
RENAME A-PSO (Asymmetric PSO)

optcoalescent
INFO Optimisation of the coalescent hyperbolic embedding of complex networks. Bianka Kovács & Gergely Palla (Scientific Reports 2021)
URL https://www.nature.com/articles/s41598-021-87333-5
0 -0.5 1 8 ncMCE+opt
0 +0.5 1 8 2021
RENAME ncMCE+opt

diremb
INFO Model-independent embedding of directed networks into Euclidean and hyperbolic spaces. Bianka Kovács1 & Gergely Palla (Communications Physics 2023)
URL https://www.nature.com/articles/s42005-023-01143-x
0 -0.5 1 8 TREXPEN
0 +0.5 1 8 2023
RENAME HOPE + TREXPEN + TREXPIC

gropt
INFO Greedy routing optimisation in hyperbolic networks. Bendegúz Sulyok & Gergely Palla (Scientific Reports 2023)
URL https://www.nature.com/articles/s41598-023-50244-8
0 -0.5 1 8 GRO
0 +0.5 1 8 2023
RENAME GRO (Greedy Routing Optimisation)

multilayer
INFO Hyperbolic embedding of multilayer networks - Martin Guillemaud, Vera Dinkelacker, Mario Chavez (PhysRevE Dec 2025)
URL https://journals.aps.org/pre/abstract/10.1103/7wd9-dwlr
0 -0.5 1 8 MLNHypEmb
0 +0.5 1 8 2025
RENAME MLNHypEmb

chinczycy
INFO A Hyperbolic Embedding Method for Weighted Networks. Shuwen Yi, Hao Jiang, Ying Jiang, Pan Zhou, and Qiang Wang (IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2021)
URL https://ieeexplore.ieee.org/document/9305271/
0 -0.5 1 8 weighted
0 +0.5 1 8 2021
RENAME weighted

hypemb04
INFO On the Curvature of the Internet and its usage for Overlay Construction and Distance Estimation. Yuval Shavitt and Tomer Tankel (INFOCOM 2004)
URL https://www.eng.tau.ac.il/~shavitt/pub/ST04Infocom.pdf
0 -0.5 1 8 BBS
0 +0.5 1 8 2021
RENAME BBS (Big Bang Simulation)
