An Algebraic Introduction to Persistence
Pith reviewed 2026-05-10 17:55 UTC · model grok-4.3
The pith
Persistence is the study of algebraic properties of poset representations and their stability under the interleaving distance.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
Persistence studies the algebraic properties of these poset representations and their behavior under perturbations in the interleaving distance. The survey covers fundamental results in the area and applications to pure and applied mathematics, as well as theoretical challenges and open questions.
What carries the argument
The representation theory of posets with the interleaving distance as a metric structure for analyzing perturbations.
If this is right
- Applications to persistent homology in topological data analysis.
- Connections to Morse theory and other areas of geometry.
- Relations to the representation theory of quivers and finite dimensional algebras.
- Identification of theoretical challenges and open questions in stability.
Where Pith is reading between the lines
- Algorithms for computing persistence invariants could draw on methods from quiver representation theory for improved efficiency.
- The poset framework might generalize to other poset-like structures or different metrics on representation categories.
- This algebraic lens could inspire new ways to classify persistence modules using tools from algebra.
Load-bearing premise
The category of poset representations of interest admits a metric structure given by the interleaving distance.
What would settle it
An example of poset representations from topological inference where the interleaving distance does not control the algebraic changes under perturbation would undermine the central framework.
Figures
read the original abstract
We introduce persistence with an emphasis on its algebraic foundations, using the representation theory of posets. Linear representations of posets arise in several areas of mathematics, including the representation theory of quivers and finite dimensional algebras, Morse theory and other areas of geometry, as well as topological inference and topological data analysis -- often via persistent homology. In some of these contexts, the category of poset representations of interest admits a metric structure given by the so-called interleaving distance. Persistence studies the algebraic properties of these poset representations and their behavior under perturbations in the interleaving distance. We survey fundamental results in the area and applications to pure and applied mathematics, as well as theoretical challenges and open questions.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript is an expository survey introducing persistence via the representation theory of posets. It notes that linear representations of posets arise in quiver representations, finite-dimensional algebras, Morse theory, geometry, and topological data analysis through persistent homology. The central framing states that the category of poset representations of interest admits a metric structure via the interleaving distance, and that persistence studies the algebraic properties of these representations together with their behavior under perturbations in this distance. The paper surveys fundamental results, applications to pure and applied mathematics, and discusses theoretical challenges and open questions.
Significance. If the survey is accurate and well-organized, it could serve as a useful bridge between representation theory and applied topology, making algebraic foundations of persistence more accessible to researchers in algebraic topology and topological data analysis. By organizing existing results around the interleaving distance and poset representations, the work may help orient newcomers and highlight connections across fields without introducing new theorems.
minor comments (2)
- [Abstract] Abstract: the claim that 'the category of poset representations of interest admits a metric structure given by the so-called interleaving distance' would benefit from an immediate parenthetical reference to the standard construction (e.g., the definition via natural transformations or the formula involving shifts) so that readers can locate the metric without external lookup.
- [Survey sections] Throughout: ensure every surveyed theorem or result is accompanied by a precise citation to the original source rather than only to secondary expositions, to allow readers to trace the algebraic details directly.
Simulated Author's Rebuttal
We thank the referee for their positive summary of the manuscript and for recommending minor revision. We are pleased that the survey is viewed as a potential bridge between representation theory and applied topology, consistent with our intent to make algebraic foundations of persistence more accessible. No specific major comments were provided in the report.
Circularity Check
No significant circularity: expository survey with no new derivations
full rationale
This paper is explicitly framed as an algebraic introduction and survey of persistence, emphasizing foundations from representation theory of posets and recalling the interleaving distance as a standard metric on the category of poset representations. The abstract and described content delineate scope and survey existing results without presenting original theorems, predictions, or first-principles derivations that could reduce to self-defined inputs. No load-bearing steps rely on self-citations for uniqueness or ansatz smuggling; the interleaving distance is invoked as established prior work. The central claim is definitional framing rather than a constructed equivalence, making the derivation chain self-contained against external literature.
Axiom & Free-Parameter Ledger
Lean theorems connected to this paper
-
IndisputableMonolith/Cost/FunctionalEquation.leanwashburn_uniqueness_aczel unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
Persistence studies the algebraic properties of these poset representations and their behavior under perturbations in the interleaving distance.
-
IndisputableMonolith/Foundation/AbsoluteFloorClosure.leanabsolute_floor_iff_bare_distinguishability unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
The Isometry Theorem... d_I(M, N) = d_B(M, N)
What do these tags mean?
- matches
- The paper's claim is directly supported by a theorem in the formal canon.
- supports
- The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
- extends
- The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
- uses
- The paper appears to rely on the theorem as machinery.
- contradicts
- The paper's claim conflicts with a theorem or certificate in the canon.
- unclear
- Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.
Reference graph
Works this paper leans on
-
[1]
Hideto Asashiba, Emerson G. Escolar, Ken Nakashima, and Michio Yoshiwaki, Approximation by interval-decomposables and interval resolutions of persistence modules, J. Pure Appl. Algebra 227 (2023), no. 10, Paper No. 107397, 20. 4576885
work page 2023
- [2]
-
[3]
Toshitaka Aoki, Emerson G. Escolar, and Shunsuke Tada, Summand-injectivity of interval covers and monotonicity of interval resolution global dimensions, J. Appl. Comput. Topol. 9 (2025), no. 2, Paper No. 13, 34. 4908881
work page 2025
-
[4]
Hideto Asashiba and Amit K Patel, Minimal projective resolutions, M \" o bius inversion, and bottleneck stability , arXiv preprint arXiv:2602.15726 (2026)
work page internal anchor Pith review Pith/arXiv arXiv 2026
-
[5]
Smal , Representation theory of A rtin algebras , Cambridge Studies in Advanced Mathematics, vol
Maurice Auslander, Idun Reiten, and Sverre O. Smal , Representation theory of A rtin algebras , Cambridge Studies in Advanced Mathematics, vol. 36, Cambridge University Press, Cambridge, 1997, Corrected reprint of the 1995 original. 1476671
work page 1997
-
[6]
M. Auslander and . Solberg, Relative homology, Finite-dimensional algebras and related topics ( O ttawa, ON , 1992), NATO Adv. Sci. Inst. Ser. C: Math. Phys. Sci., vol. 424, Kluwer Acad. Publ., Dordrecht, 1994, pp. 347--359. 1308995
work page 1992
- [7]
-
[8]
Kenneth Bac awski, Whitney numbers of geometric lattices, Advances in Math. 16 (1975), 125--138. 387086
work page 1975
-
[9]
S. A. Barannikov, The framed M orse complex and its invariants , Singularities and bifurcations, Adv. Soviet Math., vol. 21, Amer. Math. Soc., Providence, RI, 1994, pp. 93--115
work page 1994
-
[10]
Ulrich Bauer, Ripser: efficient computation of V ietoris- R ips persistence barcodes , J. Appl. Comput. Topol. 5 (2021), no. 3, 391--423. 4298669
work page 2021
-
[11]
H vard Bakke Bjerkevik and Magnus Bakke Botnan, Computing p-presentation distances is hard, Discrete & Computational Geometry (2025), 1--41
work page 2025
-
[12]
Ulrich Bauer, Magnus Bakke Botnan, and Benedikt Fluhr, Universal distances for extended persistence, J. Appl. Comput. Topol. 8 (2024), no. 3, 475--530. 4799021
work page 2024
-
[13]
Hanson, Homological approximations in persistence theory, Canad
Benjamin Blanchette, Thomas Br\" u stle, and Eric J. Hanson, Homological approximations in persistence theory, Canad. J. Math. 76 (2024), no. 1, 66--103. 4687766
work page 2024
-
[14]
, Exact structures for persistence modules, Representations of algebras and related topics, EMS Ser. Congr. Rep., Eur. Math. Soc., Z\" u rich, [2025] 2025, pp. 121--160. 4993173
work page 2025
-
[15]
H vard Bakke Bjerkevik, Magnus Bakke Botnan, and Michael Kerber, Computing the interleaving distance is NP -hard , Found. Comput. Math. 20 (2020), no. 5, 1237--1271. 4156997
work page 2020
-
[16]
Katherine Benjamin, Aneesha Bhandari, Jessica D Kepple, Rui Qi, Zhouchun Shang, Yanan Xing, Yanru An, Nannan Zhang, Yong Hou, Tanya L Crockford, et al., Multiscale topology classifies cells in subcellular spatial transcriptomics, Nature 630 (2024), no. 8018, 943--949
work page 2024
-
[17]
Ulrich Bauer, Magnus B. Botnan, Steffen Oppermann, and Johan Steen, Cotorsion torsion triples and the representation theory of filtered hierarchical clustering, Adv. Math. 369 (2020), 107171, 51. 4091895
work page 2020
- [18]
- [19]
-
[20]
Riju Bindua, Thomas Brüstle, and Luis Scoccola, Decomposing zero-dimensional persistent homology over rooted tree quivers, 2024
work page 2024
-
[21]
Peter Bubenik and Michael J. Catanzaro, Multiparameter persistent homology via generalized M orse theory , Toric topology and polyhedral products, Fields Inst. Commun., vol. 89, Springer, Cham, 2024, pp. 55--79
work page 2024
-
[22]
Magnus Bakke Botnan and William Crawley-Boevey, Decomposition of persistence modules, Proc. Amer. Math. Soc. 148 (2020), no. 11, 4581--4596. 4143378
work page 2020
-
[23]
Alexey Balitskiy, Baris Coskunuzer, and Facundo M\' e moli, Geometric bounds for persistence, Trans. Amer. Math. Soc. 378 (2025), no. 12, 8437--8486. 4982324
work page 2025
-
[24]
Jean-Daniel Boissonnat, Fr\' e d\' e ric Chazal, and Mariette Yvinec, Geometric and topological inference, Cambridge Texts in Applied Mathematics, Cambridge University Press, Cambridge, 2018. 3837127
work page 2018
-
[25]
Paul Biran, Octav Cornea, and Jun Zhang, Triangulation, persistence, and fukaya categories, (to appear in) Memoirs of the European Mathematical Society
- [26]
-
[27]
Thomas Br \"u stle, Justin Desrochers, and Samuel Leblanc, Generalized rank via minimal subposet, arXiv preprint arXiv:2510.10837 (2025)
work page internal anchor Pith review Pith/arXiv arXiv 2025
-
[28]
Peter Bubenik, Vin de Silva, and Vidit Nanda, Higher interpolation and extension for persistence modules, SIAM J. Appl. Algebra Geom. 1 (2017), no. 1, 272--284. 3683688
work page 2017
-
[29]
Peter Bubenik, Vin de Silva, and Jonathan Scott, Metrics for generalized persistence modules, Found. Comput. Math. 15 (2015), no. 6, 1501--1531. 3413628
work page 2015
-
[30]
Peter Bubenik and Alex Elchesen, Virtual persistence diagrams, signed measures, W asserstein distances, and B anach spaces , J. Appl. Comput. Topol. 6 (2022), no. 4, 429--474. 4496687
work page 2022
-
[31]
Paul Bendich, Herbert Edelsbrunner, Dmitriy Morozov, and Amit Patel, Homology and robustness of level and interlevel sets, Homology Homotopy Appl. 15 (2013), no. 1, 51--72. 3031814
work page 2013
-
[32]
Nicolas Berkouk, Persistence and the sheaf-function correspondence, Forum Math. Sigma 11 (2023), Paper No. e113, 20. 4679252
work page 2023
-
[33]
Ulrich Bauer and Benedikt Fluhr, Relative interlevel set cohomology categorifies extended persistence diagrams, 2022
work page 2022
-
[34]
Nicolas Berkouk and Gr\' e gory Ginot, A derived isometry theorem for sheaves, Adv. Math. 394 (2022), Paper No. 108033, 39. 4355732
work page 2022
-
[35]
Alexander Beilinson, Victor Ginzburg, and Wolfgang Soergel, Koszul duality patterns in representation theory, J. Amer. Math. Soc. 9 (1996), no. 2, 473--527. 1322847
work page 1996
- [36]
-
[37]
H vard Bakke Bjerkevik, On the stability of interval decomposable persistence modules, Discrete Comput. Geom. 66 (2021), no. 1, 92--121. 4270636
work page 2021
-
[38]
H vard Bakke Bjerkevik, Stabilizing decomposition of multiparameter persistence modules, Foundations of Computational Mathematics (2025), 1--60
work page 2025
-
[39]
Ryan Budney and Tomasz Kaczynski, Bifiltrations and persistence paths for 2- M orse functions , Algebr. Geom. Topol. 23 (2023), no. 6, 2895--2924
work page 2023
-
[40]
Omer Bobrowski, Matthew Kahle, and Primoz Skraba, Maximally persistent cycles in random geometric complexes, Ann. Appl. Probab. 27 (2017), no. 4, 2032--2060. 3693519
work page 2017
-
[41]
Ulrich Bauer and Michael Lesnick, Induced matchings and the algebraic stability of persistence barcodes, J. Comput. Geom. 6 (2015), no. 2, 162--191. 3333456
work page 2015
-
[42]
Magnus Bakke Botnan and Michael Lesnick, Algebraic stability of zigzag persistence modules, Algebr. Geom. Topol. 18 (2018), no. 6, 3133--3204. 3868218
work page 2018
-
[43]
Blumberg and Michael Lesnick, Universality of the homotopy interleaving distance, Trans
Andrew J. Blumberg and Michael Lesnick, Universality of the homotopy interleaving distance, Trans. Amer. Math. Soc. 376 (2023), no. 12, 8269--8307. 4669297
work page 2023
-
[44]
Magnus Bakke Botnan and Michael Lesnick, An introduction to multiparameter persistence, Representations of algebras and related structures, EMS Ser. Congr. Rep., EMS Press, Berlin, [2023] 2023, pp. 77--150. 4693638
work page 2023
-
[45]
Blumberg and Michael Lesnick, Stability of 2-parameter persistent homology, Found
Andrew J. Blumberg and Michael Lesnick, Stability of 2-parameter persistent homology, Found. Comput. Math. 24 (2024), no. 2, 385--427. 4733354
work page 2024
-
[46]
Magnus Bakke Botnan, Vadim Lebovici, and Steve Oudot, On rectangle-decomposable 2-parameter persistence modules, Discrete Comput. Geom. 68 (2022), no. 4, 1078--1101. 4517095
work page 2022
-
[47]
Magnus B. Botnan, Vadim Lebovici, and Steve Oudot, Local characterizations for decomposability of 2-parameter persistence modules, Algebr. Represent. Theory 26 (2023), no. 6, 3003--3046. 4681340
work page 2023
-
[48]
Ulrich Bauer, Talha Bin Masood, Barbara Giunti, Guillaume Houry, Michael Kerber, and Abhishek Rathod, Keeping it sparse: computing persistent homology revisited, Comput. Geom. Topol. 3 (2024), no. 1, Art. 6, 26. 4842013
work page 2024
-
[49]
Medina-Mardones, and Maximilian Schmahl, Persistent homology for functionals, Commun
Ulrich Bauer, Anibal M. Medina-Mardones, and Maximilian Schmahl, Persistent homology for functionals, Commun. Contemp. Math. 26 (2024), no. 10, Paper No. 2350055, 40
work page 2024
- [50]
-
[51]
Magnus Bakke Botnan, Steffen Oppermann, and Steve Oudot, Signed barcodes for multi-parameter persistence via rank decompositions and rank-exact resolutions, Found. Comput. Math. 25 (2025), no. 5, 1815--1874. 4983902
work page 2025
-
[52]
Magnus Bakke Botnan, Steffen Oppermann, Steve Oudot, and Luis Scoccola, On the bottleneck stability of rank decompositions of multi-parameter persistence modules, Adv. Math. 451 (2024), Paper No. 109780, 53. 4761951
work page 2024
- [53]
-
[54]
Jean-Daniel Boissonnat and Siddharth Pritam, Edge collapse and persistence of flag complexes, 36th I nternational S ymposium on C omputational G eometry, LIPIcs. Leibniz Int. Proc. Inform., vol. 164, Schloss Dagstuhl. Leibniz-Zent. Inform., Wadern, 2020, pp. Art. No. 19, 15. 4117732
work page 2020
-
[55]
Nicolas Berkouk and Fran c ois Petit, Ephemeral persistence modules and distance comparison, Algebr. Geom. Topol. 21 (2021), no. 1, 247--277. 4224741
work page 2021
-
[56]
Lev Buhovsky, Jordan Payette, Iosif Polterovich, Leonid Polterovich, Egor Shelukhin, and Vuka s in Stojisavljevi \'c , Coarse nodal count and topological persistence, Journal of the European Mathematical Society (2024)
work page 2024
-
[57]
Lev Buhovsky, Iosif Polterovich, Leonid Polterovich, Egor Shelukhin, and Vuka s in Stojisavljevi \'c , Persistent transcendental B \'ezout theorems , Forum Math. Sigma 12 (2024), Paper No. e72, 28
work page 2024
-
[58]
Ulrich Bauer and Fabian Roll, Wrapping cycles in D elaunay complexes: bridging persistent homology and discrete M orse theory , 40th I nternational S ymposium on C omputational G eometry, LIPIcs. Leibniz Int. Proc. Inform., vol. 293, Schloss Dagstuhl. Leibniz-Zent. Inform., Wadern, 2024, pp. Art. No. 15, 16. 4757910
work page 2024
-
[59]
Scott, Categorification of persistent homology, Discrete Comput
Peter Bubenik and Jonathan A. Scott, Categorification of persistent homology, Discrete Comput. Geom. 51 (2014), no. 3, 600--627. 3201246
work page 2014
- [60]
-
[61]
Ulrich Bauer and Luis Scoccola, Multi-parameter persistence modules are generically indecomposable, Int. Math. Res. Not. IMRN (2025), no. 5, Paper No. rnaf034, 31. 4870578
work page 2025
-
[62]
Gunnar Carlsson, Topology and data, Bull. Amer. Math. Soc. (N.S.) 46 (2009), no. 2, 255--308. 2476414
work page 2009
-
[63]
thesis, State University of New York at Albany, 2023
Robert Cardona, Variations and approximations of interleaving distances, Ph.D. thesis, State University of New York at Albany, 2023
work page 2023
-
[64]
William Crawley-Boevey, Decomposition of pointwise finite-dimensional persistence modules, J. Algebra Appl. 14 (2015), no. 5, 1550066, 8. 3323327
work page 2015
-
[65]
Fr\' e d\' e ric Chazal, William Crawley-Boevey, and Vin de Silva, The observable structure of persistence modules, Homology Homotopy Appl. 18 (2016), no. 2, 247--265. 3575998
work page 2016
-
[66]
Robert Cardona, Justin Curry, Tung Lam, and Michael Lesnick, The universal ^p -metric on merge trees , 38th I nternational S ymposium on C omputational G eometry, LIPIcs. Leibniz Int. Proc. Inform., vol. 224, Schloss Dagstuhl. Leibniz-Zent. Inform., Wadern, 2022, pp. Art. No. 24, 20. 4470903
work page 2022
- [67]
-
[68]
Fr\' e d\' e ric Chazal, Vin de Silva, Marc Glisse, and Steve Oudot, The structure and stability of persistence modules, SpringerBriefs in Mathematics, Springer, [Cham], 2016. 3524869
work page 2016
-
[69]
Gunnar Carlsson, Vin de Silva, and Dmitriy Morozov, Zigzag persistent homology and real-valued functions, Proceedings of the Twenty-Fifth Annual Symposium on Computational Geometry (New York, NY, USA), SCG '09, Association for Computing Machinery, 2009, p. 247–256
work page 2009
-
[70]
Fr\' e d\' e ric Chazal, Vin de Silva, and Steve Oudot, Persistence stability for geometric complexes, Geom. Dedicata 173 (2014), 193--214. 3275299
work page 2014
-
[71]
Andrea Cerri, Marc Ethier, and Patrizio Frosini, On the geometrical properties of the coherent matching distance in 2 D persistent homology , J. Appl. Comput. Topol. 3 (2019), no. 4, 381--422
work page 2019
-
[72]
Fr\' e d\' e ric Chazal, Leonidas J. Guibas, Steve Y. Oudot, and Primoz Skraba, Persistence-based clustering in R iemannian manifolds , J. ACM 60 (2013), no. 6, Art. 41, 38. 3144911
work page 2013
-
[73]
Wojciech Chach\' o lski, Andrea Guidolin, Isaac Ren, Martina Scolamiero, and Francesca Tombari, Koszul complexes and relative homological algebra of functors over posets, Found. Comput. Math. 25 (2025), no. 4, 1121--1165. 4951524
work page 2025
- [74]
-
[75]
Francesca Cagliari and Claudia Landi, Finiteness of rank invariants of multidimensional persistent homology groups, Appl. Math. Lett. 24 (2011), no. 4, 516--518. 2749737
work page 2011
-
[76]
Erin Wolf Chambers and David Letscher, Persistent homology over directed acyclic graphs, Research in computational topology, Assoc. Women Math. Ser., vol. 13, Springer, Cham, 2018, pp. 11--32. 3904999
work page 2018
-
[77]
Gunnar Carlsson and Facundo M\' e moli, Characterization, stability and convergence of hierarchical clustering methods, J. Mach. Learn. Res. 11 (2010), 1425--1470. 2645457
work page 2010
-
[78]
Fr \'e d \'e ric Chazal and Bertrand Michel, An introduction to topological data analysis: fundamental and practical aspects for data scientists, Frontiers in artificial intelligence 4 (2021), 667963
work page 2021
-
[79]
J\' e r\' e my Cochoy and Steve Oudot, Decomposition of exact pfd persistence bimodules, Discrete Comput. Geom. 63 (2020), no. 2, 255--293. 4057439
work page 2020
-
[80]
Carina Curto and Nicole Sanderson, Topological neuroscience: linking circuits to function, Annual Review of Neuroscience 48 (2025)
work page 2025
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.