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Paper Citation Record · LEDGER

Fast Derivative Valuation from Volatility Surfaces using Machine Learning

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2505.22957.

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

pith.paper-citation-record.v1
2505.22957 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:05:35.690953Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

38 of 38 outbound references displayed

  • verified exact1
  • verified fuzzy21
  • unresolved16
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8b452778-a172-452e-a97b-d607e52c931b · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 1

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 63e64aac-c0e6-41f3-9f2b-e5f30287f701 · outbound

This paper cites Shreve, Stochastic calculus for finance I: the binomial asset pricing model (Springer Science & Business Media, 2005).

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Shreve, Stochastic calculus for finance I: the binomial asset pricing model (Springer Science & Business Media, 2005)

Reference 2

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raw_fallback, observed 2026-08-07T13:05:41.970892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 251b3db1-7728-4284-89b5-22bd793c56d5 · outbound

This paper cites Black and M.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Black and M

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:41.798065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 90b1d56f-7ef1-4597-8e9d-ca3b5a09d147 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c0393325-6c80-40cb-a619-3d516427e213 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 5

Resolution
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raw_fallback, observed 2026-08-07T13:05:41.391374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b3e3cdaf-82a3-4a98-80eb-966f39298577 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 6

Resolution
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raw_fallback, observed 2026-08-07T13:05:41.113471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 440f113b-2184-44c5-acb2-4c7fad4f9553 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 7

Resolution
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raw_fallback, observed 2026-08-07T13:05:40.818577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:33.484678Z digest=sha256:2a9c4ff845a64d3aeaa7b0587d2335b4f76d81433b751eef157e285e4ad0d716

Observation 74faf551-ae89-485e-9be8-43609b06f9e0 · outbound

This paper cites Hassani and B.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Hassani and B

Reference 8

Resolution
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raw_fallback, observed 2026-08-07T13:05:40.546514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:33.571595Z digest=sha256:c712c54b5697436882c8f99c12e19b05b4734ba9b95f61c1f3eec8ea8777d888

Observation f02b3191-a91d-4e3e-831f-9b0fd4acf6c3 · outbound

This paper cites Wilmott, S.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Wilmott, S

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:40.224185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:33.653790Z digest=sha256:72a56abf0892b66c9d79c53ebdcd40af1e459ada4e913bceebab9c0c577078b6

Observation ff1530c0-598b-439f-88a5-5099997b581a · outbound

This paper cites Derman and M.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Derman and M

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:40.016019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:33.746120Z digest=sha256:3a87481583b6f920b8d5502b96bc30c389c2b0a2feece3cdc9b362cd183feeed

Observation 3cdfbc35-83bb-4357-8aa6-f860435c220d · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-07T13:05:33.815210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:05:33.815210Z digest=sha256:3ef1aec712b83a62b29ef6dbc78b0af719b28fd15f894378ae6e3b87206767e2

Observation 971a38ae-3cb6-4d5e-bfb1-c834cbbdeb4c · outbound

This paper cites Carleo, I.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Carleo, I

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:05:33.918394Z digest=sha256:e65643f999557f1f04cb8376d685bdbfdb956050ddd6028fdf83789e56749230

Observation eababe57-c31a-44d3-8d35-69bf4ddee56d · outbound

This paper cites Goodfellow, Y.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Goodfellow, Y

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:05:34.022518Z digest=sha256:e5b7c594ddcf80deb18ff6c2df7d388cb6fde09fc56256debfc3f9220f092a97

Observation 4f27050f-9ab6-49c2-ad6a-df51d2c41cc5 · outbound

This paper cites LeCun, Y.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning LeCun, Y

Reference 14

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no resolver link, observed 2026-08-07T13:05:34.086828Z

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source=pdf_text observed=2026-08-07T13:05:34.086828Z digest=sha256:1284afbaea75cdf8aaa345e61ada67b6157803a52d73b580065eee19dd15b3bc

Observation f55392e9-52d7-4899-b299-3c2c3913dd9f · outbound

This paper cites Gatta, V.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Gatta, V

Reference 15

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.198697Z digest=sha256:3067e031a65b41cddc7e746b06b18c90e83db8c723a3b1dbc3e726b79aa29649

Observation db9c0905-fd89-4c37-9c7c-2ff95374f765 · outbound

This paper cites Hainaut and A.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Hainaut and A

Reference 16

Resolution
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raw_fallback, observed 2026-08-07T13:05:39.316879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 42274ae2-ac90-4278-815d-c55c22162704 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 17

Resolution
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raw_fallback, observed 2026-08-07T13:05:39.032055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.342853Z digest=sha256:a908fa4c991c74690d3e6ddcdf3b78ea568b75c66c79e0294a38fd305da271da

Observation 819975d7-3c8d-430f-8164-b0053c8a0003 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 18

Resolution
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raw_fallback, observed 2026-08-07T13:05:38.793419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 36c3503f-620a-414d-8b64-e0495ea1b494 · outbound

This paper cites Machine Learning Algorithms for Financial Asset Price Forecasting.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Machine Learning Algorithms for Financial Asset Price Forecasting

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.491713Z digest=sha256:fb041a9e1d63779a23e0b95ee5844ea41e29e165b04b4e42f12b63f3fd16aa9a

Observation be79de20-f3d2-4c24-bb8f-54c0756a2ae0 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 20

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.596150Z digest=sha256:23ddcfaac6ff244e4364056fbe93bd228fb8ff688aef5c2ddcec6c423509bf3a

Observation 67f6e98e-3e45-4fb3-95ce-1e3f284e67ef · outbound

This paper cites Anderson and U.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Anderson and U

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:38.499348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.653504Z digest=sha256:7af25d3a758aff6dc729a5f187f6b444f3e267ebc44bbe8208772e941e8fe1c3

Observation 3b1a3a59-6eec-46cd-8847-96f8af2ab196 · outbound

This paper cites De Spiegeleer, D.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning De Spiegeleer, D

Reference 22

Resolution
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raw_fallback, observed 2026-08-07T13:05:38.334346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.699765Z digest=sha256:32465d9ebca59bb659d66a7d3402eb4c643b2a4239f761e03e336735312eac7e

Observation d7ac4cee-1828-4519-91ef-7c19b59b809c · outbound

This paper cites Gatheral, The volatility surface: a practitioner’s guide (John Wiley & Sons, 2011).

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Gatheral, The volatility surface: a practitioner’s guide (John Wiley & Sons, 2011)

Reference 23

Resolution
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raw_fallback, observed 2026-08-07T13:05:38.231422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.782369Z digest=sha256:0714c4fd26ea1f24489ea70a7acfe626cb7d19c2e956c956503d690220cb0dbe

Observation 017a89ab-cdf5-4d7b-993b-27a0a361c63b · outbound

This paper cites Gatheral and A.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Gatheral and A

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:38.047461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.846672Z digest=sha256:705bac5dea859f05a1ba00255a8a3f2e135231032d8e5ae4fece05bdfc35b8d1

Observation df76d4ea-d4bf-4f60-a04d-5704b88d72d6 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 25

Resolution
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raw_fallback, observed 2026-08-07T13:05:37.884251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.891235Z digest=sha256:e8335ce4a484107396d8909bef8fc3a3a967dd222e57427859fb8ef3eb5a7e34

Observation 1e297f48-bf1a-4b75-aef5-55fc58d14815 · outbound

This paper cites Demeterfi, E.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Demeterfi, E

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:37.693431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:34.970326Z digest=sha256:4fffc8272469b4b5bb0d0efd714e486cb945ae5d6e3acdbe258eb03cbe19e018

Observation 181bc760-e2cf-469c-a86e-ef6a43e0fa26 · outbound

This paper cites Dupire et al., Pricing with a smile, Risk 7, 18 (1994).

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Dupire et al., Pricing with a smile, Risk 7, 18 (1994)

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:37.570931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.042390Z digest=sha256:e088952bf001376f0476693a3bdccb0e53e920b3938ef5c213c84ef45248f3d5

Observation c5159a8e-54ca-447e-b7e6-1eb28754cb33 · outbound

This paper cites Crank and P.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Crank and P

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:37.416674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.090227Z digest=sha256:97b927fe042b40cc062696eecfdd0938cccf8221d1a246e8ebed154d8364d3f6

Observation 121f7591-1a97-489f-b41e-f9e6675acafc · outbound

This paper cites Jeanblanc, M.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Jeanblanc, M

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:37.282510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.145593Z digest=sha256:92725e97daba5e076bc5afca5140ccbdff5571d2cc2fb0eff891215d85a82035

Observation 21393bae-e117-4ced-80fc-24a6833b3814 · outbound

This paper cites Derman, I.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Derman, I

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:37.106930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.250816Z digest=sha256:e0e98c9543898c41a495999e32a00e4e54403007a93cb37ac555ba3753a7fe11

Observation 7c735c3e-c0d0-4508-a6af-a2485e302284 · outbound

This paper cites Ikonen and J.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Ikonen and J

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:36.994354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.291790Z digest=sha256:45ebe0a83bbced6ccedc05ac7d8608dd01c9b0d3fe1ea0072ae944c6f20969a1

Observation 7c3a662b-fe26-4c60-9b46-72c5fdfb3803 · outbound

This paper cites Ikonen and J.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Ikonen and J

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:36.841538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.359614Z digest=sha256:2e4978edd9fb2770e37b3909ed5ca34ee7612c09e2a688ad17a584d62214dcd3

Observation 0a6ec86b-6f11-4393-a298-92ea68eb8e32 · outbound

This paper cites Pedregosa, G.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Pedregosa, G

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:36.722574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.415895Z digest=sha256:bd406e108e28f1b8704096fd011678e614b4b9f42f5977d41f0295cbe0475a98

Observation 55fd8c3e-014f-41de-9bef-802c8f503d99 · outbound

This paper cites API design for machine learning software: experiences from the scikit-learn project.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning API design for machine learning software: experiences from the scikit-learn project

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T13:05:35.453709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:05:35.453709Z digest=sha256:e1f58fb4043c31a7a101f824a9ff8d28c46bdd901e6512041595a604cd901ec6

Observation 2e6d6c8e-c8aa-4e68-ae04-899b95f561cf · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:05:36.592661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.520018Z digest=sha256:335f824b22211e53d2290201cb5dcf2f2f4fb4df41d7726f10ca91385cc6a63e

Observation 0b66582c-8876-4f1d-ba67-8d26e8881476 · outbound

This paper cites Schweizer, On bermudan options, Advances in Fi- nance and Stochastics: Essays in Honour of Dieter Son- dermann , 257 (2002).

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Schweizer, On bermudan options, Advances in Fi- nance and Stochastics: Essays in Honour of Dieter Son- dermann , 257 (2002)

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:36.428565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:05:35.590316Z digest=sha256:e5ea25baa112f25af656ef6c265799e2b160b11d1d00103f44871f70998ee3e8

Observation 8f535698-2ec0-463a-87c0-286ef30e3ac0 · outbound

This paper cites an unresolved cited work.

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Unresolved cited work

Reference 37

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This paper cites Guillaume, Autocallable structured products, Journal of Derivatives 22, 73 (2015).

Fast Derivative Valuation from Volatility Surfaces using Machine Learning Guillaume, Autocallable structured products, Journal of Derivatives 22, 73 (2015)

Reference 38

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