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Paper Citation Record · LEDGER

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space

As of 23 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2606.24157.

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

pith.paper-citation-record.v1
2606.24157 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T00:21:04.782902Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

49 of 49 outbound references displayed

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  • verified fuzzy0
  • unresolved45
  • parse uncertain0
  • malformed identifier0
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External citation measurements

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Outbound references

Observation 5bfb8a54-121b-4d7b-bade-72d32df90e69 · outbound

This paper cites It is the equation of motion in Wasserstein space.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space It is the equation of motion in Wasserstein space

Reference 1

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Observation 3fe42c96-65a8-416f-9f43-00c40b660765 · outbound

This paper cites an unresolved cited work.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

Reference 2

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Observation 4b45f04f-0a6a-492f-a1f5-5155719ee565 · outbound

This paper cites ˙ρ=−gradW F(ρ).

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space ˙ρ=−gradW F(ρ)

Reference 3

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Observation cec16f89-3513-45d6-9ac7-13c2105deb00 · outbound

This paper cites an unresolved cited work.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

Reference 4

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Observation c719863f-7fc3-4ed9-bc1b-45627befd7ec · outbound

This paper cites (1781).M´ emoire sur la th´ eorie des d´ eblais et des remblais.Histoire de l’Acad´ emie Royale des Sciences de Paris, 666–704.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (1781).M´ emoire sur la th´ eorie des d´ eblais et des remblais.Histoire de l’Acad´ emie Royale des Sciences de Paris, 666–704

Reference 5

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Observation 21b7a54a-e917-45bb-a871-1bd47e1a271d · outbound

This paper cites an unresolved cited work.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

Reference 6

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Observation 22f7d7d2-3044-4df2-b3b7-cf1a592f3915 · outbound

This paper cites (1991).Polar factorization and monotone rearrangement of vector-valued functions.Comm.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (1991).Polar factorization and monotone rearrangement of vector-valued functions.Comm

Reference 7

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Observation d91cf69c-2eec-4813-bfed-3488ae81d0b2 · outbound

This paper cites Wasserstein distance.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Wasserstein distance

Reference 8

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Observation e66f5472-c4b9-48f7-8bea-858c3554e734 · outbound

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The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

Reference 9

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Observation 3781693a-8fe6-429f-8fb1-157422ea4d08 · outbound

This paper cites & Brenier, Y.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space & Brenier, Y

Reference 10

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Observation 8716893b-bef9-4ddb-9af7-fde58ce6240d · outbound

This paper cites (1998).The variational formulation of the Fokker–Planck equation.SIAM J.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (1998).The variational formulation of the Fokker–Planck equation.SIAM J

Reference 11

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Observation e7d28870-efa5-4707-be4a-2fd6f628173a · outbound

This paper cites (2001).The geometry of dissipative evolution equations: the porous medium equation.Comm.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2001).The geometry of dissipative evolution equations: the porous medium equation.Comm

Reference 12

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Observation 95458fa3-067c-4c72-b121-2f6b139e92bf · outbound

This paper cites (2008).Gradient Flows in Metric Spaces and in the Space of Probability Measures.Birkh¨ auser.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2008).Gradient Flows in Metric Spaces and in the Space of Probability Measures.Birkh¨ auser

Reference 13

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Observation adb4fdce-04c6-452a-b941-093a4f1b01a5 · outbound

This paper cites (2003).Topics in Optimal Transportation.AMS.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2003).Topics in Optimal Transportation.AMS

Reference 14

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Observation 17cfef75-5d73-4839-a84e-a19e52d0e5d9 · outbound

This paper cites (2015).Optimal Transport for Applied Mathematicians.Birkh¨ auser.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2015).Optimal Transport for Applied Mathematicians.Birkh¨ auser

Reference 15

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Observation 8760b78f-77e0-4a83-bac8-577d8f1f4f8b · outbound

This paper cites & Cuturi, M.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space & Cuturi, M

Reference 16

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Observation d4ba500a-a941-4984-8e60-e3fb6935a1d1 · outbound

This paper cites & Santambrogio, F.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space & Santambrogio, F

Reference 17

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Observation 336ed51e-ddbc-41de-acb8-dd59c25349e2 · outbound

This paper cites (2021).Large- scale Wasserstein gradient flows.NeurIPS.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2021).Large- scale Wasserstein gradient flows.NeurIPS

Reference 18

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Observation f31a5feb-64db-4553-81ef-effa20c21c80 · outbound

This paper cites (2023).Normalizing flow neural networks by JKO scheme.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2023).Normalizing flow neural networks by JKO scheme

Reference 19

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Observation 4f8ef443-971a-4110-be3d-c0a2da6ddf7f · outbound

This paper cites (2005).Estimation of non-normalized statistical models by score matching.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2005).Estimation of non-normalized statistical models by score matching

Reference 20

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Observation 6feb65ff-c71c-4018-adf5-cb374b4a55ca · outbound

This paper cites (2011).A connection between score matching and denoising autoencoders.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2011).A connection between score matching and denoising autoencoders

Reference 21

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Observation 5a95df5f-7637-4d4f-b132-a7a3ada9d625 · outbound

This paper cites & Teh, Y.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space & Teh, Y

Reference 22

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Observation d0bbc3a6-4090-42cc-8e95-9f015e2af6ed · outbound

This paper cites & Ermon, S.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space & Ermon, S

Reference 23

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Observation 2f1571b7-7ae3-4f28-bb48-2a1447e96b5b · outbound

This paper cites (2020).Denoising diffusion probabilistic models.NeurIPS.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2020).Denoising diffusion probabilistic models.NeurIPS

Reference 24

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Observation 69a24b81-94d0-4951-b803-dfdbb7795db6 · outbound

This paper cites (2021).Denoising diffusion implicit models.ICLR.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2021).Denoising diffusion implicit models.ICLR

Reference 25

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Observation eddcdc17-8242-4c3c-9644-85429a508bfc · outbound

This paper cites P., Kumar, A., Ermon, S., & Poole, B.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space P., Kumar, A., Ermon, S., & Poole, B

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Observation f38ff38e-d740-4362-ba23-63559e9ab7f1 · outbound

This paper cites (2022).Elucidating the design space of diffusion-based generative models.NeurIPS.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (2022).Elucidating the design space of diffusion-based generative models.NeurIPS

Reference 27

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Observation a085a474-d254-479e-8d62-aa6bd2bd1f47 · outbound

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The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

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Observation d8394fb2-577f-497c-9682-3f3ca889a93d · outbound

This paper cites Energy matching: Unifying flow matching and energy-based models for generative modeling.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Energy matching: Unifying flow matching and energy-based models for generative modeling

Reference 29

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Observation 2a5b6730-0fea-406b-b091-ade1c02a4746 · outbound

This paper cites Equilibrium matching: Generative modeling with implicit energy-based models.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Equilibrium matching: Generative modeling with implicit energy-based models

Reference 30

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Observation e5b4d206-ff20-4cd1-8abb-24270fb3ae9e · outbound

This paper cites S., Boffi, N.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space S., Boffi, N

Reference 31

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Observation d59fe256-3e00-4d87-8473-73bc9673410e · outbound

This paper cites Flow Matching Guide and Code.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Flow Matching Guide and Code

Reference 32

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Observation 9d5c1e78-779a-438f-8e20-ee874f7c06bf · outbound

This paper cites Are We Really Learning the Score Function? Reinterpreting Diffusion Models Through Wasserstein Gradient Flow Matching.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Are We Really Learning the Score Function? Reinterpreting Diffusion Models Through Wasserstein Gradient Flow Matching

Reference 33

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Observation ad62e94e-0ccb-4b84-82dd-c4368d30ccb3 · outbound

This paper cites & Erives, E.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space & Erives, E

Reference 34

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Observation 9f1c3ad4-e07c-43e2-96fb-4537ed5a3e6e · outbound

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The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

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Observation 9ef570c3-0660-444a-adcf-691d95974f74 · outbound

This paper cites (1908).Sur la th´ eorie du mouvement brownien.C.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (1908).Sur la th´ eorie du mouvement brownien.C

Reference 36

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Observation a758e43b-7f40-43af-842d-187459056519 · outbound

This paper cites an unresolved cited work.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

Reference 37

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Observation 02962943-6835-4eff-a764-99685f372087 · outbound

This paper cites an unresolved cited work.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

Reference 38

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Observation 7f92b414-5f90-4030-a769-7e587a86fcb7 · outbound

This paper cites (1951).On stochastic differential equations.Mem.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space (1951).On stochastic differential equations.Mem

Reference 39

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Observation 4f18b731-7c8f-4082-956c-d7d2327d97af · outbound

This paper cites & Leibler, R.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space & Leibler, R

Reference 40

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Observation 3e8ec43d-1a41-40d8-8547-2335beec747e · outbound

This paper cites an unresolved cited work.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

Reference 41

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Observation 018638cf-1277-4997-9d1f-b83474fa89c0 · outbound

This paper cites assigning size to sets.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space assigning size to sets

Reference 42

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Observation 7a0ecb12-519e-40ed-9ee7-b7f16ead8b06 · outbound

This paper cites the densityρ(x) being large at some point.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space the densityρ(x) being large at some point

Reference 43

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Observation 467de97d-0110-4622-a906-4f283f74c08e · outbound

This paper cites transposing.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space transposing

Reference 44

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Observation 04b38457-9bac-4de1-84aa-b8e87d2e5396 · outbound

This paper cites an unresolved cited work.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space Unresolved cited work

Reference 45

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Observation 79c7da21-d531-4804-99c6-a247821eb9d2 · outbound

This paper cites rolling downhill.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space rolling downhill

Reference 46

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Observation 68232b33-b1ee-4429-8d8e-ef46359ff57d · outbound

This paper cites gradient direction.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space gradient direction

Reference 47

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source=pdf_text observed=2026-06-26T00:21:04.782902Z digest=sha256:fb320155357f8a3bdc2cdfe23a9a5495c4e693d75b0ea19b470d37ec55ea1970

Observation 2e2e6594-a455-4301-aac3-14acdea48e37 · outbound

This paper cites It is the standard tool for proving stability.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space It is the standard tool for proving stability

Reference 48

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source=pdf_text observed=2026-06-26T00:21:04.782902Z digest=sha256:680c02203cf12a406f8d94c202762ca91decff8ea599a0717e0e90c90c695b8e

Observation fd8c9f89-cb4c-46e0-8b6b-446d7488a05a · outbound

This paper cites gradient equals zero.

The Geometry Behind Diffusion and Flow Matching: Gradient Flows and Geodesics in Wasserstein Space gradient equals zero

Reference 49

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source=pdf_text observed=2026-06-26T00:21:04.782902Z digest=sha256:1a1461826cb900f6a7e81fd99a1ee78f485c309439069efa74be86409f47089b

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