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Paper Citation Record · LEDGER

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting

As of 15 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2412.19932.

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

pith.paper-citation-record.v1
2412.19932 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:50:41.053881Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:42:13.383177Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

16 of 16 outbound references displayed

  • verified exact3
  • verified fuzzy4
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6004b6e1-c7ab-49a2-9957-3a7077bfc033 · outbound

This paper cites Expert Systems with Applications 213, 119203 (2023).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Expert Systems with Applications 213, 119203 (2023)

Reference 1

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T23:50:41.803794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:40.953631Z digest=sha256:a6eed97656893cfd81645e6dd1bfc761690b352e8c45f61ee932965534b23b5c

Observation 6969d070-73b4-4a50-a5e0-2eb3451a2c96 · outbound

This paper cites In: Jakubiak, A.

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting In: Jakubiak, A

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:50:41.887230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:40.960883Z digest=sha256:e77f38e8963175a3675933ed499ae29c0e28469538de55f261dc505a95add9c1

Observation eeecdb58-d0bf-4461-9d23-5829eb7157cf · outbound

This paper cites Applied Intelli- gence 48(12), 4694–4714 (Dec 2018).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Applied Intelli- gence 48(12), 4694–4714 (Dec 2018)

Reference 3

Resolution
verified exact
doi, observed 2026-08-10T23:50:41.198515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:40.967096Z digest=sha256:7a8e13941755c73a99b430548db25c1a160bf9f2d29f9ab16a255ccdf9cb56a0

Observation 60a0979e-3b7c-4a15-af67-56856b809aaa · outbound

This paper cites MIT Press (2016).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting MIT Press (2016)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:50:41.868926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:40.974212Z digest=sha256:3a6d1d2f9edebe32df22a22629ef722ccd676d633a6c8aa4fc36c9005b818319

Observation ec07fccd-8beb-43a6-88b4-3426a91d2621 · outbound

This paper cites A Survey of Forex and Stock Price Prediction Using Deep Learning.

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting A Survey of Forex and Stock Price Prediction Using Deep Learning

Reference 5

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T23:50:41.691790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:40.983021Z digest=sha256:93f9abba5ead9c0e15d46ceebd9c66832d1805337fb59dee0ee5e4e176fbcc1e

Observation c847c324-934b-47ec-8357-12d42b9fac3d · outbound

This paper cites Packt (2020).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Packt (2020)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:50:41.846999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:40.989529Z digest=sha256:3dda6e006308ae2b34fee1a8f0af182ee31da48060ee1d4defc0786f3121d894

Observation 1cd53eb1-a974-4852-85c2-37a2d415a146 · outbound

This paper cites Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting.

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T23:50:40.996305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:50:40.996305Z digest=sha256:5279b2f0c671575ce5a26d880cb31f1e6aad54c23b6d884456145d7dfb91c116

Observation 1adc233a-d3d8-4b31-ad31-fb1678689578 · outbound

This paper cites Expert Systems with Appli- cations 239, 122412 (Apr 2024).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Expert Systems with Appli- cations 239, 122412 (Apr 2024)

Reference 8

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T23:50:41.665525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:41.002676Z digest=sha256:1906699b0b75c006676364568cc3e21103024bd9f610a1b28f894298f58000a4

Observation 8299bd63-4468-4dfe-b743-673504691cdd · outbound

This paper cites Journal of Electrical and Computer Engineering Innovations (JECEI) 9(1), 1–10 (Nov 2020).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Journal of Electrical and Computer Engineering Innovations (JECEI) 9(1), 1–10 (Nov 2020)

Reference 9

Resolution
verified exact
raw_fallback, observed 2026-08-10T23:50:41.526986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:41.008242Z digest=sha256:41bd0c63f763197bd75f59ae25da2777f67b21f72e57e7c9023b86731f27e50a

Observation 8dddae10-01fa-449a-afc5-ac83a2720520 · outbound

This paper cites New York Institute of Finance (1999).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting New York Institute of Finance (1999)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:50:41.825453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:41.016297Z digest=sha256:7d7eed9b8965b0320063c60bad028eade965e0ea1ef455e36c03cbc3a69321e7

Observation ac52bd80-0e54-4ba5-a746-1ce8331c23ff · outbound

This paper cites https://doi.org/10.5220/0009340700630071.

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting https://doi.org/10.5220/0009340700630071

Reference 11

Resolution
verified exact
doi, observed 2026-08-10T23:50:41.159541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T23:50:41.023827Z digest=sha256:824d992f6c1325cad740057016b7ca1c37430557e95c8a46cf53d6c72768a0c7

Observation 38a31976-ab70-45f6-90e3-b6e672c22d82 · outbound

This paper cites Attention Is All You Need.

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Attention Is All You Need

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T23:50:41.030016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:50:41.030016Z digest=sha256:3287906999877fc3783f115ff687c20efc630b0883dc4969be40c35bf8e8888b

Observation 0da86b3e-8dba-475e-ad38-f3717a52c986 · outbound

This paper cites Expert Systems with Applica- tions 208, 118128 (Dec 2022).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Expert Systems with Applica- tions 208, 118128 (Dec 2022)

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T23:50:41.036509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:50:41.036509Z digest=sha256:6366afdcce0f535f2fa54c04f698ec24afc11773a8ef04908854a4dbfb3c7976

Observation acdcb1eb-feec-40ef-a1eb-954837ad121e · outbound

This paper cites In: Gurevych, I., Miyao, Y.

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting In: Gurevych, I., Miyao, Y

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T23:50:41.041387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:50:41.041387Z digest=sha256:04692818205ab48d6f9b69a031ae3407fb0e12da8c328a98121884649607e783

Observation fc5da2ed-f0ec-4056-9258-14730d0ea773 · outbound

This paper cites In: Proceed- ings of the First ACM International Conference on AI in Finance.

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting In: Proceed- ings of the First ACM International Conference on AI in Finance

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T23:50:41.047194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:50:41.047194Z digest=sha256:bcc39b8450fc97e007faf7f2d0d5512feb7a8435595a73aafdde7d368e531b9d

Observation afcb3491-131f-4dfd-8601-2b2fbd2c9cc7 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence 35(12), 11106–11115 (May 2021).

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting Proceedings of the AAAI Conference on Artificial Intelligence 35(12), 11106–11115 (May 2021)

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T23:50:41.053881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:50:41.053881Z digest=sha256:f343726ac64ef3d322848c72672395817ec45ad9139635e47453b66d6ad17c10

Pith citing papers

Observation 811f70b8-6af0-405f-8d47-b069fc1c4c6a · inbound

Compression-Based Behavioral Similarity for Open-World Sybil Discovery on Ethereum cites this paper.

Compression-Based Behavioral Similarity for Open-World Sybil Discovery on Ethereum Hidformer: Transformer-Style Neural Network in Stock Price Forecasting

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-01T08:42:13.383177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:42:13.383177Z digest=sha256:5de5bfaf9325803bbdfee610609e280ba07357b45a2883bc1931f8be61960541