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Paper Citation Record · LEDGER

Stochastic calculus of run-and-tumble motion: an applied perspective

As of 13 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2411.15544.

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

pith.paper-citation-record.v1
2411.15544 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:19:28.936625Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T18:30:27.698096Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-12T18:30:27.838625Z

Reference resolution

42 of 42 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ddfbea25-60a7-4133-bf4a-b446af204488 · outbound

This paper cites 2010 The mechanics and statistics of active matter.

Stochastic calculus of run-and-tumble motion: an applied perspective 2010 The mechanics and statistics of active matter

Reference 1

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation fb7443fc-9b21-454f-95e2-971db5bbc52c · outbound

This paper cites 2010 Sedimentation and effec- tive temperature of active colloidal suspensions.

Stochastic calculus of run-and-tumble motion: an applied perspective 2010 Sedimentation and effec- tive temperature of active colloidal suspensions

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 0f00ea68-e72e-4ef8-abef-ff809efeed81 · outbound

This paper cites 2012 Collective motion.

Stochastic calculus of run-and-tumble motion: an applied perspective 2012 Collective motion

Reference 3

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 826227d7-36ea-4a8f-8854-bf047e51d4c7 · outbound

This paper cites 2012 Active Brownian particles: From individual to collective stochastic dynamics.Eur.

Stochastic calculus of run-and-tumble motion: an applied perspective 2012 Active Brownian particles: From individual to collective stochastic dynamics.Eur

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 9cf8910a-71fb-4648-8c73-51bc2be664f4 · outbound

This paper cites 2013 Emergence of macroscopic directed motion in populations of motile colloids.

Stochastic calculus of run-and-tumble motion: an applied perspective 2013 Emergence of macroscopic directed motion in populations of motile colloids

Reference 5

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 0d41b430-6e2a-45f7-9b49-9d6aa953d9df · outbound

This paper cites 2015 Active brownian particles and run-and- tumble particles: A comparative study.

Stochastic calculus of run-and-tumble motion: an applied perspective 2015 Active brownian particles and run-and- tumble particles: A comparative study

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 213cdc29-faf6-4c7f-98ff-592004a69378 · outbound

This paper cites 2014 Information transfer and behavioural inertia in starling flocks.

Stochastic calculus of run-and-tumble motion: an applied perspective 2014 Information transfer and behavioural inertia in starling flocks

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 86c528e4-680b-466d-86c3-e7c621e5c6fd · outbound

This paper cites 2015 Motility-induced phase separation.

Stochastic calculus of run-and-tumble motion: an applied perspective 2015 Motility-induced phase separation

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 7a101a83-053b-4c0d-bc4c-45f02554ec3e · outbound

This paper cites 2016 Active particles in complex and crowded environments.

Stochastic calculus of run-and-tumble motion: an applied perspective 2016 Active particles in complex and crowded environments

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 39ea31eb-ef92-4b99-b013-8d1fc11ef504 · outbound

This paper cites an unresolved cited work.

Stochastic calculus of run-and-tumble motion: an applied perspective Unresolved cited work

Reference 10

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation d4d0bb04-e0db-49ba-8bb3-b8da1a6d6de2 · outbound

This paper cites 2015 Run-and-tumble particles, telegrapher’s equation and absorp- tion problems with partially reflecting boundaries J.

Stochastic calculus of run-and-tumble motion: an applied perspective 2015 Run-and-tumble particles, telegrapher’s equation and absorp- tion problems with partially reflecting boundaries J

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation b533f9fa-3e27-4eaf-ab1b-ef34d9667b96 · outbound

This paper cites 2017 Confined run-and-tumble swimmers in one dimension.

Stochastic calculus of run-and-tumble motion: an applied perspective 2017 Confined run-and-tumble swimmers in one dimension

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 0bbc844d-6129-4c66-80e3-0d4a9c31613e · outbound

This paper cites 2018 Steady state, relaxation and first-passage properties of a run-and-tumble particle in one-dimension, J.

Stochastic calculus of run-and-tumble motion: an applied perspective 2018 Steady state, relaxation and first-passage properties of a run-and-tumble particle in one-dimension, J

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 11aa5589-6ca5-4744-913d-5f77105e48e2 · outbound

This paper cites 2022 Encounter-based model of a run-and-tumble particle.

Stochastic calculus of run-and-tumble motion: an applied perspective 2022 Encounter-based model of a run-and-tumble particle

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation ad8f080e-1351-4197-90f4-f70a17f94445 · outbound

This paper cites 2023 Encounter-based model of a run-and-tumble particle II: ab- sorption at sticky boundaries.

Stochastic calculus of run-and-tumble motion: an applied perspective 2023 Encounter-based model of a run-and-tumble particle II: ab- sorption at sticky boundaries

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 0312b4a3-95de-4599-bbb6-31fc0cd7f0d3 · outbound

This paper cites 2023 One-dimensional run-and-tumble motions with generic bound- ary conditions.

Stochastic calculus of run-and-tumble motion: an applied perspective 2023 One-dimensional run-and-tumble motions with generic bound- ary conditions

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 62456f93-9214-4016-baf9-4590ed59303f · outbound

This paper cites 2018 Run and tumble particle under resetting: a renewal approach.

Stochastic calculus of run-and-tumble motion: an applied perspective 2018 Run and tumble particle under resetting: a renewal approach

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5bbf3f55-621c-40ea-ad65-abc9154e61e3 · outbound

This paper cites 2020 Occupation time of a run-and-tumble particle with resetting.

Stochastic calculus of run-and-tumble motion: an applied perspective 2020 Occupation time of a run-and-tumble particle with resetting

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 0d888e2d-1c9a-4541-a0a9-1d74ca2a4fe3 · outbound

This paper cites an unresolved cited work.

Stochastic calculus of run-and-tumble motion: an applied perspective Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:19:29.296136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation ef4e6b86-5ed0-4ca8-973a-06b4820ee3d6 · outbound

This paper cites 2020 Paradigm shift in diffusion-mediated surface phenomena.

Stochastic calculus of run-and-tumble motion: an applied perspective 2020 Paradigm shift in diffusion-mediated surface phenomena

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.282532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5d30794c-3362-47fd-9611-432c0f1d3596 · outbound

This paper cites 2022 An encounter-based approach for restricted diffusion with a gradient drift.

Stochastic calculus of run-and-tumble motion: an applied perspective 2022 An encounter-based approach for restricted diffusion with a gradient drift

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation b2298ec9-4f28-4110-bb12-239a7fd6f4ab · outbound

This paper cites 2022 Diffusion-mediated absorption by partially reactive targets: Brownian functionals and generalised propagators.

Stochastic calculus of run-and-tumble motion: an applied perspective 2022 Diffusion-mediated absorption by partially reactive targets: Brownian functionals and generalised propagators

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a076567c-bbad-4a24-8050-052d703b0369 · outbound

This paper cites an unresolved cited work.

Stochastic calculus of run-and-tumble motion: an applied perspective Unresolved cited work

Reference 23

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 6b43b022-7a06-48bc-8ec6-2f7e49938f1f · outbound

This paper cites 2022 Diffusion-mediated surface reactions and stochastic resetting.

Stochastic calculus of run-and-tumble motion: an applied perspective 2022 Diffusion-mediated surface reactions and stochastic resetting

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.229089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation d8c76761-862b-48b9-a346-36092c35a215 · outbound

This paper cites 2022 Diffusion in a partially absorbing medium with position and occupation time resetting.

Stochastic calculus of run-and-tumble motion: an applied perspective 2022 Diffusion in a partially absorbing medium with position and occupation time resetting

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.214642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.859117Z digest=sha256:b0b989cc52d9d69787ea23abf3d36813d99dfe2c2c0eaff78321a6f3d257b9f8

Observation a5817f77-9565-4285-aa4c-fee4bbd23b69 · outbound

This paper cites 2005 Entropy production along a stochastic trajectory and an integral fluctuation theorem.

Stochastic calculus of run-and-tumble motion: an applied perspective 2005 Entropy production along a stochastic trajectory and an integral fluctuation theorem

Reference 26

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 51fc0a20-f2c8-42b4-8f05-918684623ae2 · outbound

This paper cites 2010 Stochastic Energetics.

Stochastic calculus of run-and-tumble motion: an applied perspective 2010 Stochastic Energetics

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.187924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 44b26f9c-48b4-42c8-aaf0-ee2dbbe5aa87 · outbound

This paper cites 2012 Stochastic thermodynamics, fluctuation theorems and molecular machines.

Stochastic calculus of run-and-tumble motion: an applied perspective 2012 Stochastic thermodynamics, fluctuation theorems and molecular machines

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.174748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.873260Z digest=sha256:300a7bb04c412e55f00b528edc28f1be3707e71e088b0d854d238837952f61bb

Observation 70a3ba3f-c271-4238-b200-68394aa58a57 · outbound

This paper cites 2020 Entropy production in exactly solvable systems.

Stochastic calculus of run-and-tumble motion: an applied perspective 2020 Entropy production in exactly solvable systems

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.160961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.877678Z digest=sha256:7af0fcb1629e3ebb61b39059b7d548eaf0076f1a7ce67ec21cda8d8f5e63af93

Observation 25998986-65a9-4bc1-9ee4-59ebc24f573c · outbound

This paper cites 2021 Stochastic Thermodynamics.

Stochastic calculus of run-and-tumble motion: an applied perspective 2021 Stochastic Thermodynamics

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.147540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.882012Z digest=sha256:d0be1a5abf02c870b489041eb184b5fac43653aefada81410e4b76bb398e6fd7

Observation 257b07f3-8608-4e62-b1ab-37aee9006356 · outbound

This paper cites 2023 Mar- tingales for physicists: a treatise on stochastic thermodynamics and beyond Ad- vances in Physics 72, 2317494.

Stochastic calculus of run-and-tumble motion: an applied perspective 2023 Mar- tingales for physicists: a treatise on stochastic thermodynamics and beyond Ad- vances in Physics 72, 2317494

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.134540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 151c0293-62c2-4b70-b8e9-ff13e9af8cde · outbound

This paper cites 2022 Intuitive view of entropy production of ideal run-and-tumble particles.

Stochastic calculus of run-and-tumble motion: an applied perspective 2022 Intuitive view of entropy production of ideal run-and-tumble particles

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.120262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.891830Z digest=sha256:2bb51917adde77cfc6d468b5755965f8c42fbe33574b4009d8682697a159e6f2

Observation 63001b52-6507-404e-9b79-9ee9032fbc2e · outbound

This paper cites 2024 Entropy production of run-and-tumble particles.

Stochastic calculus of run-and-tumble motion: an applied perspective 2024 Entropy production of run-and-tumble particles

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.106383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.896500Z digest=sha256:f317cc9e105b2452f3a6a96d968ddca9eb1791f380ee6ae91b6ab2a0b9a5b12d

Observation ac0e5f0b-f436-47e0-9dc6-1f23a795cda2 · outbound

This paper cites an unresolved cited work.

Stochastic calculus of run-and-tumble motion: an applied perspective Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:19:29.092562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.900739Z digest=sha256:30cc5d49a9a0884d1b03b78cedbde1f846f9d84e058a9cde4d09c6d26dd791f5

Observation 18909c0e-c2ef-4931-954c-8f4168fd07b0 · outbound

This paper cites 2023 Entropy production of resetting pro- cesses, Phys.

Stochastic calculus of run-and-tumble motion: an applied perspective 2023 Entropy production of resetting pro- cesses, Phys

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.079275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.904842Z digest=sha256:ded51966ab17ae4147fc3890f6ae39be597971393f27cc79ebc0c694a74ad50a

Observation b96223d6-fc70-4279-a653-5dae5ab945cf · outbound

This paper cites 2024 Global density equations for interacting particle systems with stochastic resetting: from overdamped Brownian motion to phase synchronization Chaos 34, 043101.

Stochastic calculus of run-and-tumble motion: an applied perspective 2024 Global density equations for interacting particle systems with stochastic resetting: from overdamped Brownian motion to phase synchronization Chaos 34, 043101

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.065969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.909802Z digest=sha256:1ffabaef3bde2660b76d8bedde8fb59352a72b5e6d372662b13c785b652e5e3f

Observation e3cfbaa0-c9e1-42bd-8a6e-1eb70af1a81b · outbound

This paper cites 2024 A generalised Dean-Kawasaki equation for an interacting Brownian gas in a partially absorbing medium.

Stochastic calculus of run-and-tumble motion: an applied perspective 2024 A generalised Dean-Kawasaki equation for an interacting Brownian gas in a partially absorbing medium

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.051275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.914590Z digest=sha256:b7f43e6baccf2744ae9799f80e868b7c76f0980db044fe32dd6c0a6657967b2a

Observation 491c35e0-4a83-4537-a035-bf078a57679b · outbound

This paper cites 2023 Stochastic resetting in interacting particle systems: a review’ J.

Stochastic calculus of run-and-tumble motion: an applied perspective 2023 Stochastic resetting in interacting particle systems: a review’ J

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.035140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.919733Z digest=sha256:589c45d74fac0e59e1b5b49fc44377af3603a732403e033377bd0b35c62a7c80

Observation d2caff08-3469-41bc-a21b-16b44adcddf4 · outbound

This paper cites 2020 Universal Survival Proba- bility for a d-Dimensional Run-and-Tumble Particle.Phys.

Stochastic calculus of run-and-tumble motion: an applied perspective 2020 Universal Survival Proba- bility for a d-Dimensional Run-and-Tumble Particle.Phys

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.020470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.923931Z digest=sha256:f284861dc1970b8b4475820e3a09e852375bc5fc91b116b7ea27932226d331bc

Observation 68148063-9dc0-4f77-a73f-97d9c0a22bee · outbound

This paper cites 2020 Run-and-tumble particles in two- dimensions: Marginal position distributions Phys.

Stochastic calculus of run-and-tumble motion: an applied perspective 2020 Run-and-tumble particles in two- dimensions: Marginal position distributions Phys

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:29.004984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.928355Z digest=sha256:514778e653cbe60ce00485b49c4c75fbade547f942cfe6f833923f4ccff33004

Observation 27789724-dea6-44c6-b67c-688264eeaeae · outbound

This paper cites 2022 Exact position dis- tribution of a harmonically confined run-and-tumble particle in two dimensions Phys.

Stochastic calculus of run-and-tumble motion: an applied perspective 2022 Exact position dis- tribution of a harmonically confined run-and-tumble particle in two dimensions Phys

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:28.988883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.932440Z digest=sha256:98febb0f8723aad0b5924e6e2036625a49f8a0d3a96d62224267ae0da567578e

Observation 34180646-4c1b-41bc-a3b6-d8a2cc11af22 · outbound

This paper cites 2023 Chiral run-and-tumble walker: Transport and opti- mizing search Physica A 622, 128821 40.

Stochastic calculus of run-and-tumble motion: an applied perspective 2023 Chiral run-and-tumble walker: Transport and opti- mizing search Physica A 622, 128821 40

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:19:28.973439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:19:28.936625Z digest=sha256:60a2baf34e75068fb3280068b2c27e19a557e3fbaf29666e53c0cf9ef5db8728

Pith citing papers

Observation 931d29be-872d-4ab8-9fb8-4ec6c347fbc2 · inbound

Mean first-passage time at the origin of a run-and-tumble particle with periodic forces cites this paper.

Mean first-passage time at the origin of a run-and-tumble particle with periodic forces Stochastic calculus of run-and-tumble motion: an applied perspective

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-12T18:30:27.842199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T18:30:27.698096Z digest=sha256:1480e00d16a77279b6f92a9afb229f4beb8caaa6f1e31010e74ab3cc5ae0402a