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Paper Citation Record · LEDGER

Option Pricing Using Ensemble Learning

As of 9 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2506.05799.

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

pith.paper-citation-record.v1
2506.05799 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:59.243242Z

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

  • verified exact1
  • verified fuzzy22
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bd89c597-cd80-47cd-8ddb-dd4ff4c4eab0 · outbound

This paper cites Improving the pricing of op- tions: A neural network approach.

Option Pricing Using Ensemble Learning Improving the pricing of op- tions: A neural network approach

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:07.111590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6ec4e128-4a12-4c83-a156-9cae74167ea6 · outbound

This paper cites Black–scholes versus artificial neural networks in pricing ftse 100 options.

Option Pricing Using Ensemble Learning Black–scholes versus artificial neural networks in pricing ftse 100 options

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T10:19:06.939179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:54.445083Z digest=sha256:347a9295521a19d77dc38ea55229f7a9b7da3ff5eedbd373700fe251ce8edf8c

Observation 48d5c490-60a3-4425-9dd5-d52606f11ac4 · outbound

This paper cites The pricing of options and corporate liabilities.

Option Pricing Using Ensemble Learning The pricing of options and corporate liabilities

Reference 3

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unresolved
no resolver link, observed 2026-08-07T10:18:54.622607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:54.622607Z digest=sha256:be5dbb580a72a472d09780bec2e655e43d1cf12c627844de583d20e4c0530b4f

Observation d4738f62-f0e7-4c7f-8810-4ee183d0c94d · outbound

This paper cites Random forests.

Option Pricing Using Ensemble Learning Random forests

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:54.808434Z digest=sha256:d5d4c46a687db36ff99a94a0b4273c8396541401abf601002aca2ccad14258e2

Observation 1cc4bf74-ec26-46c4-8a99-a99f1944ca7b · outbound

This paper cites Classifica- tion and regression trees.

Option Pricing Using Ensemble Learning Classifica- tion and regression trees

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:06.550130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:55.089092Z digest=sha256:f484adef756c8a5cd4cae497b540800bdb2393df829bdb018344b49c3e53ef7e

Observation 184f9135-a00d-420f-9017-d6767c40abbf · outbound

This paper cites Introduction to boosted trees.

Option Pricing Using Ensemble Learning Introduction to boosted trees

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:06.325806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:55.237624Z digest=sha256:85c2c30c3f3f7da9e91771da2c9770fac085da89a6060f0d648980aada695b9b

Observation 5c147724-4ed2-45a4-8dbc-550c1141cff1 · outbound

This paper cites Xgboost: A scalable tree boosting system, in: Proceedings of the 22nd acm sigkdd international conference on knowledge discovery and data mining, pp.

Option Pricing Using Ensemble Learning Xgboost: A scalable tree boosting system, in: Proceedings of the 22nd acm sigkdd international conference on knowledge discovery and data mining, pp

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:06.099045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:55.424856Z digest=sha256:28257884c2252b334f8bb5e747bf08b4adbfe69c5aabc54876bc299d8aabc384

Observation 72ab4774-ac77-4a8f-86ac-d2c5608ef1c9 · outbound

This paper cites CatBoost: gradient boosting with categorical features support.

Option Pricing Using Ensemble Learning CatBoost: gradient boosting with categorical features support

Reference 8

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unresolved
no resolver link, observed 2026-08-07T10:18:55.636880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:55.636880Z digest=sha256:9d3649766d1cfea98c1719b8e20f8d405a45dfc8f698ca3433585bcee05cf85e

Observation f64460ff-e415-4285-a9b8-007d5bac97a9 · outbound

This paper cites Ngboost: Natural gradient boosting for probabilistic pre- diction, in: International conference on machine learning, PMLR.

Option Pricing Using Ensemble Learning Ngboost: Natural gradient boosting for probabilistic pre- diction, in: International conference on machine learning, PMLR

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-07T10:19:05.858844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:55.797287Z digest=sha256:906de376b1a4c4b5dd0787f70d4bb8914386249d8d2cdab4f91078cd07e99ac6

Observation 1cd8633c-90d8-4c3f-8c47-db295180a6e8 · outbound

This paper cites Greedy function approximation: a gradient boost- ing machine.

Option Pricing Using Ensemble Learning Greedy function approximation: a gradient boost- ing machine

Reference 10

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raw_fallback, observed 2026-08-07T10:19:05.526146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:55.992431Z digest=sha256:dcc5fadd28fdfeba25e67f29c39d377dd1ed93b7a6fac3c59fc142d4e3888708

Observation d8576689-0f4a-4ca2-b6dc-185b6073f8d6 · outbound

This paper cites 3d tensor-based deep learning models for predicting option price, in: 2021 International Conference on Information Science and Communications Technologies (ICISCT), IEEE.

Option Pricing Using Ensemble Learning 3d tensor-based deep learning models for predicting option price, in: 2021 International Conference on Information Science and Communications Technologies (ICISCT), IEEE

Reference 11

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raw_fallback, observed 2026-08-07T10:19:05.304153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 22f90636-5461-4e3b-b087-9e11159c1ce8 · outbound

This paper cites an unresolved cited work.

Option Pricing Using Ensemble Learning Unresolved cited work

Reference 12

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b1387047-724c-466e-8156-25afc0a96484 · outbound

This paper cites an unresolved cited work.

Option Pricing Using Ensemble Learning Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:19:04.726565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:56.514963Z digest=sha256:756eaeea9a379a540b15496cd97289f0fb77dd6f00cacbaeb960fe479730b223

Observation 3a31c24f-936b-4d4e-b028-a6c54616e7e0 · outbound

This paper cites A nonparametric ap- proachtopricingandhedgingderivativesecuritiesvialearningnetworks.

Option Pricing Using Ensemble Learning A nonparametric ap- proachtopricingandhedgingderivativesecuritiesvialearningnetworks

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-07T10:19:04.444489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:56.794129Z digest=sha256:3cc21423ebbb6e3cd425efa87d0f6acdd8f1d37dcce739aefc80e220c002692a

Observation 398c3bbd-2119-4f9c-8913-be381c6e89b5 · outbound

This paper cites Option pricing using machine learning.

Option Pricing Using Ensemble Learning Option pricing using machine learning

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:04.082837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:56.993569Z digest=sha256:9e7b2c69d90098f32c6b7891c83357b5a04d89cd72781a857bee453413fed898

Observation 4654a315-85b7-4525-a64a-7747388dc550 · outbound

This paper cites Lightgbm: A highly efficient gradient boosting decision tree.

Option Pricing Using Ensemble Learning Lightgbm: A highly efficient gradient boosting decision tree

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:03.750846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:57.148717Z digest=sha256:bed2be983fcd45055da3ec437fd946c2a787fd9f5b76b7a4f237d58e6bbb98f1

Observation ec5c6727-0f01-4311-ac88-ed4744fd9b66 · outbound

This paper cites Option Pricing with Convolutional Kolmogorov-Arnold Networks.

Option Pricing Using Ensemble Learning Option Pricing with Convolutional Kolmogorov-Arnold Networks

Reference 17

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verified exact
local_arxiv, observed 2026-08-07T10:18:59.588700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:57.287295Z digest=sha256:8dd446b6d48713b7193ac7c8b0d10f2fca1c9e249cbae78c1e372340f43787db

Observation 10bb5fcc-884b-44f0-9354-44f53af26b43 · outbound

This paper cites Spectrum of variable- random trees.

Option Pricing Using Ensemble Learning Spectrum of variable- random trees

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:03.388728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:57.485824Z digest=sha256:6667c9fcb27be0e233af1e7ef6683271c059294ebdd30f314f56575cf9f2634c

Observation 18f57512-aac1-422e-910e-ca66331dcac5 · outbound

This paper cites A neural network model for estimating option prices.

Option Pricing Using Ensemble Learning A neural network model for estimating option prices

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:03.077117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:57.637362Z digest=sha256:72f1de45489c740f65976162b8be1eeb58f5a23a576bef8afc64e405bd809493

Observation 613f02cc-0b21-46da-9afd-9c8b381c2936 · outbound

This paper cites New insights and perspectives on the natural gradient method.

Option Pricing Using Ensemble Learning New insights and perspectives on the natural gradient method

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:57.823667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:57.823667Z digest=sha256:bc33331ea1847457647f016e06e614353da31cfe44f669c6c2f7d6a68ab58703

Observation f67a8221-d99a-4610-b370-6140525ea3da · outbound

This paper cites A novel stacked generalization ensemble-based hy- brid lgbm-xgb-mlp model for short-term load forecasting.

Option Pricing Using Ensemble Learning A novel stacked generalization ensemble-based hy- brid lgbm-xgb-mlp model for short-term load forecasting

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:02.654602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation c8cd0e64-4330-48b2-86d7-adaeec3140a4 · outbound

This paper cites Theory of rational option pricing.

Option Pricing Using Ensemble Learning Theory of rational option pricing

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:02.275424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation e281298f-eb67-45dc-ab26-d31800b858b0 · outbound

This paper cites Classification under streaming emerging new classes: A solution using completely-random trees.

Option Pricing Using Ensemble Learning Classification under streaming emerging new classes: A solution using completely-random trees

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:01.930201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:58.298797Z digest=sha256:dc240e09848eabe2d38ecb0908bef201787e790b3f263e3755b6bc8d5e0527ad

Observation 9a146245-14c6-4fee-b45f-1f94fa4531dc · outbound

This paper cites Approximation theory of the mlp model in neural networks.

Option Pricing Using Ensemble Learning Approximation theory of the mlp model in neural networks

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:01.625596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:58.442276Z digest=sha256:87e028554dd486dc2e2907b103ed03fbbb4ce9c9efd9ceb75604b26ce7dcb2c1

Observation f171e285-9a6d-4422-ada5-65a493b64eab · outbound

This paper cites Ensemblelearning.

Option Pricing Using Ensemble Learning Ensemblelearning

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:01.198996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:58.570692Z digest=sha256:f69fbadb18d4a28045b850b9620e288292f2088de0e031b210ca7a3bc6021158

Observation 050cccf0-67a9-41a2-92bd-f44f731d10cc · outbound

This paper cites Neural networks for option pricing and hedging: a literature review.

Option Pricing Using Ensemble Learning Neural networks for option pricing and hedging: a literature review

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:58.707551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:58.707551Z digest=sha256:953cacd26b9cc8183043f26bce3ca209a9056bf24323b312ffedfba8e4bc081b

Observation 9440d10e-080c-4923-a93b-bf413b21624b · outbound

This paper cites an unresolved cited work.

Option Pricing Using Ensemble Learning Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:19:00.879002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:58.865184Z digest=sha256:1a38c74980c6a8e26966e11c77cfaae3dab5dff4bf5466433dd9e9247482d12e

Observation fc0792cf-948b-4baa-a6ce-3be81ff2688b · outbound

This paper cites Real option valuation with neural networks.

Option Pricing Using Ensemble Learning Real option valuation with neural networks

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:00.649157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:59.062845Z digest=sha256:895de92ab19497513d5617bbd1f5636698e64c00cb93a568d7856167300ef1c8

Observation 7f9e22a3-9989-4a90-945e-ec36b94b308a · outbound

This paper cites Option price forecasting using neural networks.

Option Pricing Using Ensemble Learning Option price forecasting using neural networks

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:00.321657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:59.138514Z digest=sha256:b356d209f495a39b94dc222ed9173af8fae1bf9f160f95249df406418805fff8

Observation bb52c081-ce3b-4526-bb46-e0cd4ba401b8 · outbound

This paper cites Deep forest.

Option Pricing Using Ensemble Learning Deep forest

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:19:00.032928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:18:59.243242Z digest=sha256:fdbe6005002c03848c501b389d512993585f958425348cab46d7469c5b6e1f43

Pith citing papers

No inbound Pith citation observations are available.