Paper Citation Record · LEDGER

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics

As of 17 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2412.00036.

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

pith.paper-citation-record.v1
2412.00036 v3

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T15:23:16.088192Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:07:52.963314Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T00:07:53.881113Z

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy9
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b3bfbe83-fee4-4907-90e0-51f3bc25d273 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:17.257592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5553eb45-465c-4b94-8b68-bc3d39eda8bd · outbound

This paper cites W.: On the distribution of the two-sample Cramer-von Mises criterion,The Annals of Mathematical Statistics, 1148 - 1159 (1962).

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics W.: On the distribution of the two-sample Cramer-von Mises criterion,The Annals of Mathematical Statistics, 1148 - 1159 (1962)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:17.215121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a121800e-abd5-4a40-8dd9-4003eda997b1 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:17.182466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cc81a688-b977-42b5-b996-a7ae4cc2aeb3 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:17.154555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8f67c5fa-9f1a-4ff7-b067-b3b9c5dca566 · outbound

This paper cites G., and Pardoux, E.: Time Reversal of Diffusions, The Annals of Probability , 14, 1188 - 1205 (1986).

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics G., and Pardoux, E.: Time Reversal of Diffusions, The Annals of Probability , 14, 1188 - 1205 (1986)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:17.111982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0822a792-a56f-458b-8992-c033b593a3e2 · outbound

This paper cites Simulating financial market dynamics 27.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Simulating financial market dynamics 27

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:17.074489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 25468652-9e8f-45c8-9d1e-962c07dcf85b · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:17.054532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 31a33b41-619e-46e3-be9b-2b76e3c143d4 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:17.029575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1227ff5b-3be2-44e9-b10f-0f8b12c72ebe · outbound

This paper cites Gotta Go Fast When Generating Data with Score-Based Models.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Gotta Go Fast When Generating Data with Score-Based Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T15:23:15.887365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9442919b-9501-4c3d-8a49-d9c170e6b0c6 · outbound

This paper cites Synthetic Data -- what, why and how?.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Synthetic Data -- what, why and how?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T15:23:15.898218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c230b74-16b9-4530-9ca1-58de4efc55bb · outbound

This paper cites G.: Stochastic Processes in Physics and Chemistry , North Holland (1992).

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics G.: Stochastic Processes in Physics and Chemistry , North Holland (1992)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:16.981460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bd640150-2d87-4538-97f2-0e809cf482a2 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.930192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e8a10f6b-6ee3-45f9-8154-0c504151d03c · outbound

This paper cites E., and Platen, E.: Numerical Solution of Stochastic Differential Equations, Springer (1992).

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics E., and Platen, E.: Numerical Solution of Stochastic Differential Equations, Springer (1992)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:16.885115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d4ee704e-5938-4427-baad-cb75f359de46 · outbound

This paper cites and Schwarz, C.: The market generator, SSRN 3384948 (2020).

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics and Schwarz, C.: The market generator, SSRN 3384948 (2020)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:16.860883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2bbe643f-8e7b-45e5-b170-6a8a26b0d73e · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.832380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 986bc821-8f64-4ba4-ab0c-a910111dfd1b · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.802957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 57a96d8b-1159-4808-afb0-344e9d1d0442 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.769894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d44527b3-7084-434d-a37e-690f304ef957 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.742229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 16c180a3-6f4e-4620-a66c-631b9499223b · outbound

This paper cites A., Maheswaranathan, N., and Ganguli, S.: Deep Unsupervised Learning using Nonequilibrium Thermodynamics (2015).

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics A., Maheswaranathan, N., and Ganguli, S.: Deep Unsupervised Learning using Nonequilibrium Thermodynamics (2015)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:16.692897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cde62800-7faf-433f-829f-080cce33a8ad · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.649828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 66d5f3ff-1612-4d0c-bc27-a55c03375757 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.601210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9e5f0815-5b89-4abc-bfe3-634a33a769b1 · outbound

This paper cites P., Kumar,.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics P., Kumar,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:16.516878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f589d95e-6dda-44f4-8f53-4afa23a7a28e · outbound

This paper cites G., Turner, C.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics G., Turner, C

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:23:16.484761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d5900cf7-8ee0-40b6-a92d-0c19bcf1ce14 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.462476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c15b454d-c2b4-419a-9e58-5d79fec15114 · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:23:16.419849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e0a784c9-75df-4a18-ba87-9194b3ed82fb · outbound

This paper cites an unresolved cited work.

Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T15:23:16.088192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 76d08c47-d393-4ad6-82e3-1d62e1616a6b · inbound

Diffusion Models in Finance: A Survey cites this paper.

Diffusion Models in Finance: A Survey Beyond Monte Carlo: Harnessing Diffusion Models to Simulate Financial Market Dynamics

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:07:53.884906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.