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Paper Citation Record · LEDGER

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs

As of 8 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2603.20239.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2603.20239 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-15T12:41:56.465485Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

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  • malformed identifier0
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External citation measurements

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Outbound references

Observation d2133d2a-26cf-49c7-8ac0-0aec4dad53a9 · outbound

This paper cites Crowd against the machine: A simulation-based benchmark tool to evaluate and compare robot capabilities to navigate a human crowd.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Crowd against the machine: A simulation-based benchmark tool to evaluate and compare robot capabilities to navigate a human crowd

Reference 1

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:2b7889301cd653509a58ef262814dddd7419e66443f835468e0cdbb6c118dfc4

Observation 327745a9-5382-4a37-a551-11ca145e2597 · outbound

This paper cites Pedestrian-robot interactions on au- tonomous crowd navigation: Reactive control methods and evaluation metrics.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Pedestrian-robot interactions on au- tonomous crowd navigation: Reactive control methods and evaluation metrics

Reference 2

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:e60b5d6c99b50de0938104a25caec607057c030caf375717bab62d07119b7adf

Observation 3d4219fd-6965-4ed1-9d21-909e353a9511 · outbound

This paper cites 3D scene graphs in robotics: A unified representation bridging geometry, semantics, and action.Authorea Preprints, 2025.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs 3D scene graphs in robotics: A unified representation bridging geometry, semantics, and action.Authorea Preprints, 2025

Reference 3

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:55fddd91781a0c8a9f198b5e84204f057985ac6aefc93d76a34c1fd691b6d475

Observation e18a4641-4c84-4356-905f-10cd8c6b712f · outbound

This paper cites 3D Dynamic Scene Graphs: Actionable Spatial Perception with Places, Objects, and Humans.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs 3D Dynamic Scene Graphs: Actionable Spatial Perception with Places, Objects, and Humans

Reference 4

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:db9a7cb7e36e9da90573e4be8e4bf24930af8f99d264435a1351c072d493cb19

Observation 56fbd55a-25ed-46fa-9d96-f8a0843ea32f · outbound

This paper cites Collaborative Dynamic 3D Scene Graphs for Automated Driving.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Collaborative Dynamic 3D Scene Graphs for Automated Driving

Reference 5

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:0f5908369b3839f19f6dd779b609b6918fef54d81149df3cc11d31a7fec37e03

Observation 268d927d-ac82-4635-8cc5-514f93b80eab · outbound

This paper cites Survey of maps of dynamics for mobile robots.The Int.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Survey of maps of dynamics for mobile robots.The Int

Reference 6

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:aa4e42b631fe010cb33ab27dff548bcfd346dfd04d08bc8c3c1d1d7d47d9a2b1

Observation 629b4c80-1a69-45f6-a3d6-99ca7a47ac2c · outbound

This paper cites Spectral analysis for long-term robotic mapping.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Spectral analysis for long-term robotic mapping

Reference 7

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:4817ea57c320267dff326e04c64a0928913adc230241a8b9945e0c984da0d86c

Observation c97956ad-0feb-4316-87f5-f13a6dcaa454 · outbound

This paper cites Enabling flow awareness for mobile robots in partially observable environments.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Enabling flow awareness for mobile robots in partially observable environments

Reference 8

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:80b2eff1b5f1752464af50dcf6fcb500f626ece52173f5b94b344b72440ee55e

Observation 38522196-e5fa-4572-89ee-5820eb535c92 · outbound

This paper cites Aion: Towards hierarchical 4D scene graphs with temporal flow dynamics.arXiv:2512.11903, 2025.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Aion: Towards hierarchical 4D scene graphs with temporal flow dynamics.arXiv:2512.11903, 2025

Reference 9

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:7ee70d81c1c12dfb15c6c19d7129e9c20d5fd4bb43151fd1aa2c7930c8bba50e

Observation a77ddb19-7e8d-485c-bd1e-c3a09de6804b · outbound

This paper cites Hydra- Multi: Collaborative Online Construction of 3D Scene Graphs with Multi-Robot Teams.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Hydra- Multi: Collaborative Online Construction of 3D Scene Graphs with Multi-Robot Teams

Reference 10

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:a5bba9d5e24f09a016595dbb069c9ed4a64e99ac997aa4289cd3b08688c20a2a

Observation 3add9a1c-62cc-4bb7-8b01-d9a2229663ed · outbound

This paper cites Foundations of spatial perception for robotics: Hierarchical representations and real-time systems.The Int.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Foundations of spatial perception for robotics: Hierarchical representations and real-time systems.The Int

Reference 11

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:50b365db0aa90dcf4e45a31dfb4fe9358f2a068ee15aa72944b7c199e14f2c23

Observation d0b2c51d-577c-4efd-b83a-51e75c5b0f69 · outbound

This paper cites OpenGraph: Open-V ocabulary Hierarchical 3D Graph Representation in Large-Scale Outdoor Environments.IEEE Robotics & Automation L., 9(10):8402–8409, 2024.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs OpenGraph: Open-V ocabulary Hierarchical 3D Graph Representation in Large-Scale Outdoor Environments.IEEE Robotics & Automation L., 9(10):8402–8409, 2024

Reference 12

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:3edb441227759bcc490525b489fe001783afd73167d5750899b9740a605e15e1

Observation 5d1bc361-eea2-4d03-a673-30b1153021a2 · outbound

This paper cites Osiris: Building Hierarchical Representations for Agricultural Environments.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Osiris: Building Hierarchical Representations for Agricultural Environments

Reference 13

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:02bb1103cefd40979c4163508939afe59da9ffd61eb8114bb5be067e7e6a5a39

Observation 4bbd0ec9-6cf6-4de9-8faf-5fc4480f4260 · outbound

This paper cites Hierarchical representations and explicit memory: Learning effective navigation policies on 3D scene graphs using graph neural networks.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Hierarchical representations and explicit memory: Learning effective navigation policies on 3D scene graphs using graph neural networks

Reference 14

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:d28fe7de1e6480d3bd587d17bf4f415b9318cd8fb201428a19b0f404d02bd6f7

Observation 706b89fa-6b4d-4ea1-b32e-4117c133ac30 · outbound

This paper cites Taskography: Evaluating robot task planning over large 3D scene graphs.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Taskography: Evaluating robot task planning over large 3D scene graphs

Reference 15

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:c15d10655a116fe7a9a836aa516bcc8f8571468c43df6b9d1efe579d26113c2f

Observation ba84f100-5572-4735-bf09-f26b860fa4b7 · outbound

This paper cites Kimera: From SLAM to spatial perception with 3D dynamic scene graphs.The Int.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Kimera: From SLAM to spatial perception with 3D dynamic scene graphs.The Int

Reference 16

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:3a74d6329825cea3910b5130f3da2ac6492e2ae7a99f438bd200e9409af969a3

Observation ecb013ac-9c70-4653-9af8-08abae5a20ef · outbound

This paper cites Conditional transition maps: Learning motion patterns in dynamic environments.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Conditional transition maps: Learning motion patterns in dynamic environments

Reference 17

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:189930b79f2082b4503548b748a0b1630ba3fd41e47d1eb6fac58e2f17690b3e

Observation 90811ea5-8a92-4b2d-9c3e-ad49a0d7c238 · outbound

This paper cites Bayesian Hilbert maps for dynamic continuous occupancy mapping.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Bayesian Hilbert maps for dynamic continuous occupancy mapping

Reference 18

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:c50af5d55736c43665f9834a2da759a4ef6e967c61fe45d6285822cdb6f4ee76

Observation 06762d3d-6060-4af1-87ad-bcb104d48bb7 · outbound

This paper cites Fremen: Frequency map enhancement for long-term mobile robot autonomy in changing environments.IEEE Trans.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Fremen: Frequency map enhancement for long-term mobile robot autonomy in changing environments.IEEE Trans

Reference 19

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:60d8d7f674ee2bff8eb0cf7df0571c1ad8ba35407de614748b325bef17942c3d

Observation 6e7aaeb1-f578-4fc9-b8ce-9d02ce0d5e47 · outbound

This paper cites Time-varying pedestrian flow models for service robots.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Time-varying pedestrian flow models for service robots

Reference 20

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:9a229154016f81aa65c719ebe72a943eee8fc83ab9617898e1b294d6cabec4ed

Observation e2c11451-b994-4b64-a002-7b6ce79afce1 · outbound

This paper cites Bayesian floor field: Transferring people flow predictions across environments.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Bayesian floor field: Transferring people flow predictions across environments

Reference 21

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:85fb4476d935ba27cb549bab9fad0b8fa4d29c488f5772f3c0cb6490b74c7670

Observation 23b201af-b4c9-42e9-860d-6048d89479c5 · outbound

This paper cites EgoMoD: Predicting Global Maps of Dynamics from Local Egocentric Observations.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs EgoMoD: Predicting Global Maps of Dynamics from Local Egocentric Observations

Reference 22

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:43e97dfe442cb7fd59eb775abd76297cfbabef613e8add62c6a604aa3465bf47

Observation 63df6129-4f6d-4c3e-a6c4-84acbd2244ad · outbound

This paper cites Random sampling with a reservoir.ACM Trans.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Random sampling with a reservoir.ACM Trans

Reference 23

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:6bd7b2079a2c0a4d8b061e5d9292b211c4a98888160cffa5c7c59c1b14d50734

Observation 9536edc6-919e-476a-a59a-c3f53c952aa9 · outbound

This paper cites Mean shift, mode seeking, and clustering.IEEE Trans.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Mean shift, mode seeking, and clustering.IEEE Trans

Reference 24

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:cae823afd6be001587b1b733774e1aa453ea27a3e784b42d2f20dce04b113b94

Observation 2495d702-80fd-4393-b4ac-dc525bf4bd6a · outbound

This paper cites Estimating the dimension of a model.The annals of statistics, pages 461–464, 1978.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Estimating the dimension of a model.The annals of statistics, pages 461–464, 1978

Reference 25

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:c806f857c8d09df8cf1dced80eb1ae877c31cfe0b5c3c64d24c617fe87933667

Observation 4b97c623-6bfa-4fef-82fc-3f11b96768f5 · outbound

This paper cites k-means++: The advantages of careful seeding.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs k-means++: The advantages of careful seeding

Reference 26

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:1fdb904635d340ace81dd3945d16ea223fb52d5164d19f551ca9ff267279a1f7

Observation 405d4958-d13b-4578-b8c5-ef0005a2dde7 · outbound

This paper cites Hydra: A Real- time Spatial Perception System for 3D Scene Graph Construction and Optimization.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Hydra: A Real- time Spatial Perception System for 3D Scene Graph Construction and Optimization

Reference 27

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:b45d6fd1d76c47c2e92e0bfa501c5baaee3ee56a0810ff578374745c92d22c21

Observation 54d3e4de-e77e-45b3-a4a4-bc4c69f6934d · outbound

This paper cites Towards safe navigation through crowded dynamic environments.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Towards safe navigation through crowded dynamic environments

Reference 28

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:24a3bf1922898e3c8aaebaa5fa6980dc4186e03205039ff7527781ba312c14af

Observation 2f55687e-e95d-4de8-9887-a042e7d9edf5 · outbound

This paper cites Social force model for pedestrian dynamics.Physical review E, 51(5):4282, 1995.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs Social force model for pedestrian dynamics.Physical review E, 51(5):4282, 1995

Reference 29

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:3fdcd502cdd7ed6b1b334fc9df85ef4e06b4b817d55b1a69192fbec63057c117

Observation 0f9f16a8-7110-4ff1-9e6f-71f02973019e · outbound

This paper cites System Card: Claude Opus 4.6, 2026.

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs System Card: Claude Opus 4.6, 2026

Reference 30

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source=pdf_text observed=2026-07-15T12:41:56.465485Z digest=sha256:00d3d16721833efda64563c581aeea7a610dc472725a004c6bb8eb39c923b17e

Pith citing papers

No inbound Pith citation observations are available.