Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T12:44:52.165988Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2510.02853.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T12:44:52.165988Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8275d2f1-7d92-48d1-b06e-bfd196520304 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond From the neuron doctrine to neural networks.Nature reviews neuroscience, 16(8):487–497, 2015
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c554a4b-8268-4e1e-b953-0566ad3010ae · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Computation through neural population dynamics.Annual review of neuroscience, 43(1):249–275, 2020
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab978ea6-b2d3-4c27-8998-8baa82b5210a · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Neural tuning and representational geometry.Nature Reviews Neuroscience, 22(11):703–718, 2021
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9962b709-2ca4-4260-ace3-23973f3f4095 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Aneuralmanifoldviewofthebrain.NatureNeuroscience, pages 1–16, 2025
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1be1b993-3e74-480b-9a6f-047733b40d90 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Large-scale neural recordings call for new insights to link brain and behavior.Nature neuroscience, 25(1):11–19, 2022
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18467938-d9fa-487d-9216-08fd120a872d · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Neural population dynamics during reaching.Nature, 487(7405):51–56, 2012
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3dfce388-30b2-448c-aebd-0f605f25a2f0 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Towardstheneuralpopulationdoctrine.Currentopinioninneurobiology, 55:103–111, 2019
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c38a751-f79c-45be-afb3-b8d49ff0f251 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond A unifying perspective on neural manifolds and circuits for cognition.Nature Reviews Neuroscience, 24(6):363–377, 2023
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0db61b56-b2d3-46da-93d5-dce15e9cbaea · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Spatial representation in the entorhinal cortex.Science, 305(5688):1258–1264, 2004
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8e4860c-e4bd-4130-976b-b1d239045200 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Microstructure of a spatial map in the entorhinal cortex.Nature, 436(7052):801–806, 2005
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb4253ee-9891-493c-b405-b2aae8db0d2d · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Conjunctive representation of position, direction, and velocity in entorhinal cortex.Science, 312(5774):758–762, 2006
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c9cde59-6a1b-4812-985d-cfea2b016afc · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Toroidal topology of population activity in grid cells.Nature, 602(7895):123–128, 2022
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a655883-bc8c-4a15-9a35-33204ed8d253 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Path integration and the neural basis of the’cognitive map’.Nature Reviews Neuroscience, 7(8):663–678, 2006
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9722a2f2-28a3-4f89-ad23-f0f55b666505 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Accuratepathintegrationincontinuousattractornetworkmodelsofgridcells.PLoS computational biology, 5(2):e1000291, 2009
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6638146f-53ec-44b2-9b8a-a57d78148c7a · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Impairedpathintegrationinmicewithdisruptedgridcellfiring.Natureneuroscience,21(1):81–91,2018
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd4c5522-414b-446c-be1c-5b6e1b381202 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond A metric for space.Hippocampus, 18(12):1142–1156, 2008
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27e25033-3fd7-4c46-934e-5501d7ce020a · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Are grid cells used for navigation? on local metrics, subjective spaces, and black holes.Neuron, 111(12):1858–1875, 2023
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6112475-ef4b-45c7-8e48-3033f67e563a · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond The hippocampus as a predictive map
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7bb5a99-8201-44ad-a6fb-df7da4c5a24a · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Vector-based navigation using grid-like representations in artificial agents.Nature, 557(7705):429–433, 2018
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ca22d36-e865-4611-8d06-5d81d616614a · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Emergence of grid-like representations by training recurrent neural networks to perform spatial localization
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb5005cc-4d11-4edc-9f9f-18b8e1b68f9a · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond A unified theory for the origin of grid cells through the lens of pattern formation.Advances in neural information processing systems, 32, 2019
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a15939e-c4a2-49e9-a0ea-ad2caea692c3 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond The tolman-eichenbaum machine: unifying space and relational memory through generalization in the hippocampal formation.Cell, 183(5):1249–1263, 2020
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9866accc-e327-45bd-b7e6-47a3ec812706 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond On path integration of grid cells: group representation and isotropic scaling.Advances in Neural Information Processing Systems, 34:28623–28635, 2021
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ea7cedf-81a6-4ff9-afad-eec207ed6803 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Conformal Isometry of Lie Group Representation in Recurrent Network of Grid Cells
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0623f463-79e3-4816-9dc4-942de130c5fb · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Actionable Neural Representations: Grid Cells from Minimal Constraints
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bbdeb7c-911b-4563-9f4d-e15fcb49a7f0 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04e4f306-a002-4a36-ad72-6b3958814799 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Coherently remapping toroidal cells but not grid cells are responsible for path integration in virtual agents.Iscience, 26(11), 2023
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae34ff93-8000-4a64-b05f-12e72a38faca · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond A unified theory for the computational and mechanistic origins of grid cells.Neuron, 111(1):121–137, 2023
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea00b5ac-9e68-4ffe-85c4-bdaa09b8d86b · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Self-supervised learningofrepresentationsforspacegeneratesmulti-modulargridcells.AdvancesinNeuralInformationProcessing Systems, 36:23140–23157, 2023
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5317943-3892-4ef3-a0c2-d0d23373be26 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Self-supervised grid cells without path integration.bioRxiv, pages 2024–05, 2024
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef6a82a1-7e30-4f06-b21f-b97a4f9deb03 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond On conformal isometry of grid cells: Learning distance-preserving position embedding
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c734332-7f21-4baa-824f-0a46d27fcae3 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Some informational aspects of visual perception.Psychological review, 61(3):183, 1954
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 230b0903-5bad-4744-aa44-7036181b252e · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Possible principles underlying the transformation of sensory messages.Sensory communication, 1(01):217–233, 1961
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56efdc15-e39b-4d78-9b51-b2eff7908b67 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Second-order isomorphism of internal representations: Shapes of states
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 254d2b48-6cf0-419e-bcc8-ee83b4f6facc · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Representation is representation of similarities.Behavioral and brain sciences, 21(4):449–467, 1998
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f566a23-614b-46af-a4c8-a49863195c7c · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond No free lunch theorems for optimization.IEEE transactions on evolutionary computation, 1(1):67–82, 1997
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db3e8fb6-8c35-4c4d-8d2f-a84b738a935e · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Representation learning: A review and new perspectives
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8378a77c-029c-42ea-819d-3e776ed113b8 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78de2de9-28ed-450b-bba6-09dd69393a2f · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Getting aligned on representational alignment
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe6e8577-ec1d-4f16-88b0-d1275204816e · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond What grid cells convey about rat location.Journal of Neuroscience, 28(27):6858–6871, 2008
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3926f411-1180-4f04-bd63-3f1dd0aadc2e · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond PrincetonUniversity Press, 2021
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2e0aa64-b91c-4d88-9258-0bddc003ae40 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Cambridge University Press, 2002
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34563d37-aaf0-4a2e-b83a-73589bcdc9ac · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Grid cells generate an analog error-correcting code for singularly precise neural computation.Nature neuroscience, 14(10):1330–1337, 2011
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b0efabc-70d9-464d-8cc1-ccb15ae8ed29 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond The elementary geometric structure of compact lie groups
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 836e3beb-80dd-45e5-a7c2-51131997489a · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Head-directioncellsinthedeeplayersofdorsalpresubiculumoffreelymovingrats
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17c5aa5d-7ede-42e0-80be-77d739dc9a37 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Locally ordered representation of 3d space in the entorhinal cortex.Nature, 596(7872):404–409, 2021
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d89e736-2b5d-4515-8ffd-938f1464eee1 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Irregular distribution of grid cell firing fields in rats exploring a 3d volumetric space.Nature neuroscience, 24(11):1567–1573, 2021
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a2a9158-7610-4f27-86c9-4b3e153750e9 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond A model of the neural basis of the rat’s sense of direction.Advances in neural information processing systems, 7, 1994
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89208220-91cf-4056-8779-67d058adf228 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Representation of spatial orientation by the intrinsic dynamics of the head-direction cell ensemble: a theory.Journal of Neuroscience, 16(6):2112–2126, 1996
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81eecba8-bbc2-4e18-83e6-690e41503262 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Grid cell symmetry is shaped by environmental geometry.Nature, 518(7538):232–235, 2015
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d9699ea-172e-43a0-a8eb-61b3f72fb3b6 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Local transformations of the hippocampal cognitive map.Science, 359(6380):1143–1146, 2018
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bedaf61-a424-4309-b82e-05cd2a4f43b4 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Shearing-induced asymmetry in entorhinal grid cells.Nature, 518(7538):207–212, 2015
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64b955ac-8ae7-4919-80d7-c233b4483c06 · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Information processing with population codes.Nature Reviews Neuroscience, 1(2):125–132, 2000
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 270eacf7-4bdb-45a5-9f3d-8130495e96fd · outbound
The Principle of Isomorphism: A Theory of Population Activity in Grid Cells and Beyond Connecting multiple spatial scales to decode the population activity of grid cells.Science Advances, 1(11):e1500816, 2015
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.