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Paper Citation Record · LEDGER

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data

As of 10 August 2026, this Paper Citation Record lists 100 of 119 outbound references and 0 inbound Pith citation observations for arXiv:2506.17244.

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

pith.paper-citation-record.v1
2506.17244 v1

Coverage vector

measured 100 of 119 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:32.298226Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

100 of 119 outbound references displayed

  • verified exact4
  • verified fuzzy14
  • unresolved82
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e9cb7a4b-2830-4833-aee0-0cabffc51f62 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 1

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no resolver link, observed 2026-08-07T10:18:21.618973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:21.618973Z digest=sha256:bf62714b555be937abf9a63b86d41764520b1d4af813392424eaa37b28f39b01

Observation eb583f88-4b27-4198-a719-e9a66d822eaa · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-07T10:18:21.728110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:21.728110Z digest=sha256:f5f064d0c900dcf3f48f6afbe32b78eace3b108c26b964fe55134209251cf306

Observation ef495aeb-511e-4232-a3ff-00d1c0badd36 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-07T10:18:21.825403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:21.825403Z digest=sha256:b5a51ee22aed36176eb7a76306573a5bebc2545e323af6deb1f7e49d4aad8919

Observation fa51247c-be7a-49cb-b28d-2bd3883fc0de · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 4

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unresolved
no resolver link, observed 2026-08-07T10:18:21.890686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:21.890686Z digest=sha256:cc5a082006cc725d789d81597d7280e5f47cb3f9766e60f2a46db54cafea90cf

Observation 90f2475c-d962-4152-8928-38161dd31f75 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-07T10:18:21.949779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:21.949779Z digest=sha256:07a8187aff0e11852979df8ab27f1581ed05eedd49f41fff8f1c79221d04f0fc

Observation 90968a3a-3ef0-4c06-8000-b92ce1bd734f · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-07T10:18:21.993649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:21.993649Z digest=sha256:6525ffa3493f4d578287407f0b58660343f23290e83418a5217be0837dec5f2e

Observation c62cdccf-9223-4b61-8052-c361ab533c31 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 7

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unresolved
no resolver link, observed 2026-08-07T10:18:22.080053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.080053Z digest=sha256:a4b988416b40df77af0f22eb731b7073d3a28c75cadd422dbfa6e8f5df47c0f3

Observation bec5eb79-f954-4f48-8dd3-d797aa383cd5 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-07T10:18:22.133791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.133791Z digest=sha256:ad35be272a41e082420a347c296771b42949bc9e15a403eaec39a2668333f43b

Observation 4eb47eb7-473b-40be-bf62-03d26fe5ff32 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-07T10:18:22.198262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.198262Z digest=sha256:bfee72e8a0c86acd9a1ec9a98df8076d36087454aa414b551d2b692b68b53899

Observation 918e9a35-201c-47fe-9eb1-a631c6775e31 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-07T10:18:22.267789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.267789Z digest=sha256:2776fc799c6ed8d528c214a05e5fcc7ecf1c8910520954a69709b9a6a3feff36

Observation 53f7b7bc-fe9e-4f0b-9f81-609a39a6f674 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-07T10:18:22.334720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.334720Z digest=sha256:261cba68309b2bbc982b00b5df0738c7d22fa1467d9d6b9aaaa3bb85af833e02

Observation e3e68587-bb7c-483c-a552-90f78bf69646 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-07T10:18:22.415896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.415896Z digest=sha256:eca126ff53132d9bc10e0a61c435d9a4ef31ae8b2cffd5fcd87f53ec6b8c1305

Observation a332ad1e-57ff-42e6-9806-c81f4b3ec915 · outbound

This paper cites A., & LeBaron, B.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data A., & LeBaron, B

Reference 13

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no resolver link, observed 2026-08-07T10:18:22.490260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.490260Z digest=sha256:5d45b2980175cad30eaec072a8699b48b651cc43f686d7edc59c77388ff87e82

Observation 14a59a3c-d843-47c0-a4cd-9bbf858c7656 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:22.580473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.580473Z digest=sha256:0c135eea404a94b9cde1db6c3fab0e7e28fdbeac4dc1eda1ed79ac4d76ef03a9

Observation c1208441-63ef-4247-894f-b8b3b5c20b4e · outbound

This paper cites H., & Shaw, C.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data H., & Shaw, C

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:22.636868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.636868Z digest=sha256:ffd1d1ee594542415e448242cdc0848bad33c584abbc839e097dd1d505a26cf4

Observation deb60a01-f781-400d-8c8f-212b9902c17d · outbound

This paper cites E., & Williams, C.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data E., & Williams, C

Reference 16

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no resolver link, observed 2026-08-07T10:18:22.689294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.689294Z digest=sha256:4c10bfb1b95c57ceaced65b8c9478c93a7ca93db56426f76b7906cc43c486453

Observation 063afdcc-0951-419f-8878-2286d9050b01 · outbound

This paper cites B., Polson, N.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data B., Polson, N

Reference 17

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no resolver link, observed 2026-08-07T10:18:22.752169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.752169Z digest=sha256:3b3fb0a577cdd9593e8e27fe09a5f8dc9e14851b73cb2b7b9aa43dafcb7f0286

Observation 0d8bf8d3-3e3b-47b1-8dd9-bff1a9b85ed4 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-07T10:18:22.814226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.814226Z digest=sha256:e3ffb2bdfd064799df13c94499ccb5d0cdf1e8941c58b102dc6822b8cad1a293

Observation 6b908ec0-9664-43af-9a56-3904e2313104 · outbound

This paper cites S., Shen, X., & Cai, J.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data S., Shen, X., & Cai, J

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.878217Z digest=sha256:c98e479162258f8a131185ebd9e52fd6e79ed37d4b5399e7dff4c9b7d09952ed

Observation 721414bc-79a6-4013-ad44-1988ebfb169f · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-07T10:18:22.946080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:22.946080Z digest=sha256:79be54f27911b55d34577662efe5c3fd981d145f2ce61f5392675c5dcdbbd3aa

Observation 08b141db-ae9f-49ef-8003-e3567bf99101 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-07T10:18:23.032045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.032045Z digest=sha256:93bdf144ea6639428f994de4f88e3852c45d096f68eef0bd301014474ab368bb

Observation bb0e62d6-e78a-4e07-abab-e3e9f9a81ea9 · outbound

This paper cites M., Pereira, A.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data M., Pereira, A

Reference 22

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no resolver link, observed 2026-08-07T10:18:23.096090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.096090Z digest=sha256:ec3db99f446c95c97d4ffd7b91221a7eedebc104c94d1fbc88fac0499e1c7eab

Observation 5f2d5753-6cd7-4e6b-830e-ed9c07baac6e · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-07T10:18:23.151756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.151756Z digest=sha256:de0f6dcc42e2ae1d67f1190669ad1e88014ee148437fee2e5d956fed65d06da3

Observation 5d46e665-780e-429e-9c1b-3c2b599e06c5 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.269235Z digest=sha256:cc42d1ff5c0287f2cf4232027fb4314656b74cf0993b18cbd5ac6e086e747c78

Observation c8bdcee8-9fa2-454f-ba5b-3d96ab79fad3 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-07T10:18:23.325674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.325674Z digest=sha256:f9695d5271b1f94a4a07f9902b296bd4a91bf10d5b93b1805f451150fa9a5df4

Observation 365e9f4c-134f-4be9-8662-7e5ab31b39fa · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-07T10:18:23.404492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.404492Z digest=sha256:27639dec8f5fda11b75ed76843f21aa4c4e865f0e1772a6e97d2f515552ec063

Observation e46b8a65-e6f6-4cb5-9143-177e1c2754db · outbound

This paper cites S., & Mizrach, B.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data S., & Mizrach, B

Reference 27

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no resolver link, observed 2026-08-07T10:18:23.523328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.523328Z digest=sha256:7a077b8eb8ee62b6d8b0ecb8f4cab8e2d0c52695b7016bf90d85b30b9459003d

Observation 228ab77f-1d27-47b6-8037-d0006f2b9a90 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-07T10:18:23.628901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.628901Z digest=sha256:69f40a9d3bf395e820461a06fc341ffe21b649bbfb42b47a01ce8ce16fa6c9f1

Observation 2422b581-dc07-4ebd-be46-31133d6a4a17 · outbound

This paper cites A., Kuznetsov, N.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data A., Kuznetsov, N

Reference 29

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no resolver link, observed 2026-08-07T10:18:23.756706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.756706Z digest=sha256:d59d88d96624862b2a4eb1301c5d54797474079780200aee5cdb0f51a78f7df5

Observation ba2471b8-4b41-4edd-ad8b-f72a63fe21ff · outbound

This paper cites J., & Batra, R.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data J., & Batra, R

Reference 30

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no resolver link, observed 2026-08-07T10:18:23.877067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.877067Z digest=sha256:241e0bff1457fa4180692ed587866d237f4789fbf69441bdc249e1d512c819b5

Observation 13ea6a97-8a80-43ce-b27a-f5363693513b · outbound

This paper cites R., & Turban, E.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data R., & Turban, E

Reference 31

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no resolver link, observed 2026-08-07T10:18:23.922021Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.922021Z digest=sha256:e1d8a547583b2156989603518c24f9e85f6977e02fb591db4fb0361c2924bb89

Observation aa8858a5-3473-4f69-87eb-562a854582d1 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:23.973299Z digest=sha256:b045b72ec745b43159b82e528c48dcb06994b63c9ff78dd4ff42e9d565770f34

Observation 7cca8e59-e407-44e4-bf3c-589e2432fa2b · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:24.052749Z digest=sha256:ee3e7eb71d61550300013bc3ee18201d22a6ec49160297f04cb79cb7d07cb8ab

Observation b5c97c53-8f41-4475-af8f-0d445e4b7602 · outbound

This paper cites A., Gallant, A.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data A., Gallant, A

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:24.167637Z digest=sha256:1c07eab93451cb99388b4e3a0625d90f0736ff32b50148297aadc0ce148650a8

Observation b80b6294-4182-41f6-92cd-dd6037aeaa41 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:24.265604Z digest=sha256:d86637ce5932d71b18babaae9e0fb23e8452e8ecc6fc8a591926a8fafb640721

Observation 29255df4-effa-445b-a231-38540f1f3a10 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-07T10:18:24.399999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:24.399999Z digest=sha256:dace8870d0a44dce8b722990a09829b1b1cea1b0258489ff4113d251324e1add

Observation 3f2f7a35-873c-44b9-b7d7-27f4f3386abc · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-07T10:18:24.517580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:24.517580Z digest=sha256:1a5c1dfca7a3fa4c5bc03abb72a604f5a6435104b0c2258da461bc9b9d66f2b6

Observation 740c9158-5c21-4361-ad2c-80f4afddca48 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 38

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no resolver link, observed 2026-08-07T10:18:24.638342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:24.638342Z digest=sha256:2ced88babf13b66fce7acdcafb7b4bff6fefcf804f8bcfe2e6df5e6c3b2b86ae

Observation 14e5fdd3-0192-48db-bf07-4b8990c80845 · outbound

This paper cites D., & Sidorowich, J.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data D., & Sidorowich, J

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:24.793341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:24.793341Z digest=sha256:de8588bb1c076a77c254b7c80ffcebe54af2a8faa5a860578baff3e089566970

Observation d123093a-c7ce-4c2c-9ed7-cdfd28740679 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:56.403369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:24.900680Z digest=sha256:279d8ad014d30e876f22bd2e865e8c531258cbc7cf629acf6eec97a948956d99

Observation a2dc3a68-3b16-4d8b-af4a-1631abbd3546 · outbound

This paper cites R., Girvan, M., & Ott, E.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data R., Girvan, M., & Ott, E

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:56.131416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:24.999082Z digest=sha256:669b1ec395cf884914b0718a5d4fa47286ee91738eacbdd97953cee799479b47

Observation 0e1dadc5-921a-4d21-a224-0459a6fc0cbc · outbound

This paper cites R., Byeon, W., Wan, Z.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data R., Byeon, W., Wan, Z

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:55.709122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:25.099296Z digest=sha256:38dd775a66c6d9d9dae7741d97c2e104391202d09f5c8206e8b8b46439f2c044

Observation 8a3c1ba2-c93d-45ab-9bde-1d71e8ed93a8 · outbound

This paper cites B., Cai, H., & Tung, W.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data B., Cai, H., & Tung, W

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:55.310336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:25.195429Z digest=sha256:cc823dc997ebdf05a643740c9e127168f8ccd00da9f360d998cd73b7aa3942a8

Observation 3fce4b38-2885-4986-adc2-dbdb979fce02 · outbound

This paper cites N., & Stanley, H.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data N., & Stanley, H

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:54.888827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:25.331686Z digest=sha256:4e21866bef546634b22d021371b144942b2a33b89259d367c44ceadd61bf2f77

Observation 10703c6c-0486-4131-8b88-a7c223261aca · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:54.553140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:25.427685Z digest=sha256:d94a6dccb74e48ff473686ff447b61776a1321146844838362a7c13325bfc5f6

Observation a3fa214b-22e5-42fa-af1e-89d953680bf2 · outbound

This paper cites H., & Yeh, C.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data H., & Yeh, C

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:54.200176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:25.577658Z digest=sha256:57f6a058c9c9e17b4f906741da95c12c51f934681bb63371d99fcd3a366a8a0c

Observation a9665d20-ad9e-4cdd-8076-23609e9349b1 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:53.968308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:25.705256Z digest=sha256:7880f0aa693a19b76ffe9c5cbd618829bf486ad2e934eb9fc87ffcebe226d821

Observation 422b6ada-74fc-4815-8d5d-627d11f28b67 · outbound

This paper cites D., & Gencay, R.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data D., & Gencay, R

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:53.652904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:25.794060Z digest=sha256:ce7759563d29abb9a86db78abb9cd9b7022c5abadd6e703bf396d4ed9593ee51

Observation cbc83f7e-5a1c-4a37-99af-371be7322dab · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:53.280486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:25.899303Z digest=sha256:3bf41dda9952b15f674ebe66b43fc115c04473e6cb56ab5e7c8883d5c1508ba6

Observation d56a0218-3b3d-4a92-bb89-5dff32b6244d · outbound

This paper cites T., Collins, J.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data T., Collins, J

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:52.985010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:26.038098Z digest=sha256:295849aac01bdc02afbd85e907dc8b43c1eb09c32d54376d84819e98b66dbe28

Observation bc605773-9ab2-4f99-bb37-09ef3784683a · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:52.690925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:26.191609Z digest=sha256:12142aae2d53334e6daffe0a4a20f71fae96766d840b786b341aa02c6f8d5613

Observation f66a3dee-4816-4e7e-b475-8adb32b1601c · outbound

This paper cites G., & Snell, J.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data G., & Snell, J

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:52.399319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:26.348567Z digest=sha256:b94c52c2925231d9586bede1ea244b90f54c6eee4f086e189de158bea935d5ae

Observation ac60dcdb-0969-42d1-9569-2c802da55d61 · outbound

This paper cites M., & Snell, J.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data M., & Snell, J

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:52.106856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:26.504470Z digest=sha256:7ed4f7d518e0a63c1383c725f2fbc3158e8880fc50553497142b60528f24162b

Observation 453b7081-d352-4486-afc4-056c1ccb4e2c · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:51.770044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:26.667002Z digest=sha256:2d8180402d343fb4c568f21f70f7902ca06f9aba6c159f920eddac91f60e00e7

Observation c3a62d01-01ec-4948-83d3-a8458bfe1aab · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:51.461868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:26.877311Z digest=sha256:d962c98ed735c22afa7dc949b12a5c66c0bd8e78b59e04004d4d05a044ae430c

Observation 90abf923-ff41-48dd-a1cc-e4510a0e1150 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:51.147004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:27.059725Z digest=sha256:cbf604f016f2bd17ea48b4ec9b6d001823d44116740446600706b07b1835ce6b

Observation 0dcd7f1a-47e5-470b-a626-8526cd8583f8 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:50.822875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:27.220213Z digest=sha256:9e291be6c1d8c83b21a1b63b12945efe60a3b3d6175ebdee5e6b486261a54620

Observation 90f32130-d66f-4d59-a54f-2dfaef0dc331 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:50.501804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:27.346180Z digest=sha256:4ce532b0c195784c8806883de172e48af3ee8d9ae7119ada4ddbc35142f31b9e

Observation 4a66f119-c479-441b-abf8-ee212c1d49a7 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:50.210311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:27.468640Z digest=sha256:e649cfed336ca528871e7ef315c1e5e62621aa97f40f50529257f6be4f3a4e8b

Observation 8f477e89-483f-47ea-9da2-abebdf5fe7a4 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:49.976862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:27.551218Z digest=sha256:6151b81231bd8c7b5fd61c858b3c3643926bdbb327983119bfd61f331a6bfd21

Observation e9bb764f-4260-45fb-8ac1-450fc3fdff88 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:49.734432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:27.655893Z digest=sha256:d03bd78666301cdfcb84e449f59103db88b738a9cba531efe83c83627ad6aab3

Observation 342dffb8-a971-4c3e-b39d-8bfacec96852 · outbound

This paper cites Surrogate uncertainty estimation for your time series forecasting black-box: learn when to trust.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Surrogate uncertainty estimation for your time series forecasting black-box: learn when to trust

Reference 62

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:18:36.353113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:27.746380Z digest=sha256:f025bb86a46f230d6741d8beca9b1d38933e38a56f07499c517bd656a5ae10f8

Observation 18461c3a-65be-4a06-8886-450b8f87703c · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:49.430468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:27.866581Z digest=sha256:4b20409f9b03d59cf1e1273386c32083afa12d350fa4a37ea4334ecac827a00e

Observation 4b30857b-d12c-4b52-a520-73b2f66838f0 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:49.072686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.019802Z digest=sha256:fdbc7961a44537b28efa4048d339ac46c66803290fc2b6cc4c5c18f4d09082bb

Observation d795084d-c948-484c-9d7a-5e3318755efd · outbound

This paper cites Hardware Trust and Assurance through Reverse Engineering: A Survey and Outlook from Image Analysis and Machine Learning Perspectives.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Hardware Trust and Assurance through Reverse Engineering: A Survey and Outlook from Image Analysis and Machine Learning Perspectives

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:18:36.050368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.160219Z digest=sha256:0aab74ebabb5f26557fee9af57e1ab60b2bbeb7cea174889241ba70c7221f257

Observation dc6e0c00-4c34-4edc-8bc8-5b32961fea88 · outbound

This paper cites ¨O., Loeff, N., & Pfister, T.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data ¨O., Loeff, N., & Pfister, T

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:48.817080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.284302Z digest=sha256:3d7697b00ee9da1f6537c03b51523417c4e5b57ab414044d2191fb676e065e50

Observation 2f5e2efb-8d0c-487e-b069-492336acd8f1 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:48.523749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.368239Z digest=sha256:0ac932668c495f892600cddd8011891fc0640e8c4c122561a427649e75adf8f5

Observation ad733236-cf90-4f7a-b681-f3ed848914b5 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:48.186185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.477034Z digest=sha256:0410d1494345b26f7f7d64e564bf2d0459bca8af7a2f297bdaef9021a63af276

Observation 4c7ba985-9b7f-429c-b796-e7715cea6251 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:47.874187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.603197Z digest=sha256:1e93563b26de1891b8b099d55159fa2cf4f08ed8e2a80ba7fa0f2af0bbd8bf76

Observation b6014cf8-cde0-4608-9703-211b5c7d5d5b · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:47.577862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.715640Z digest=sha256:7bc4c1fe7dbc064c51bbaaf4e552129e69de22923a1eed7cca05d1e82582c21c

Observation 669f8dbc-dba5-435c-986a-96c1d134a1b4 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:47.211876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.830964Z digest=sha256:8f4252a9cdc7875d3592f7c6bff89b9d970b8da7a3e6474204d3c5c8c778a4eb

Observation 78e99d5e-4386-4c6d-959d-7b998d53b688 · outbound

This paper cites W., Mamaysky, H., & Wang, J.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data W., Mamaysky, H., & Wang, J

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:46.930343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:28.931880Z digest=sha256:b45172971e637c13f04b380306172dbfb713b055317e13a3571fa23b058c7640

Observation ab5773af-57e6-4c59-82a7-3e4f319778da · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:46.610410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.032056Z digest=sha256:e855a294c77c4ec8003a92f1b9fbf5b9345cea2eb82e160f28f687da2e63e476

Observation 978e7aad-acd9-4eb4-bca9-0fb2a156f319 · outbound

This paper cites Y., Lo, A.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Y., Lo, A

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:46.282371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.094981Z digest=sha256:51d58894a0782747aee669df85fb2d7ab69b1451eb8def43fc3fe5956cbd7e14

Observation 44e180a6-6266-4408-9d16-e2e74691d2ae · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:46.107769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.108682Z digest=sha256:56d8f27e0f24a284dea37491aa4a3d60280408780be71b4cfe12a53ee7f95b8b

Observation d42a6f5d-b2b7-4818-84fd-28ac24da5571 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:45.875600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.155489Z digest=sha256:2e477c01cae285228fcca9a7fbfd04ad7eba13b5868df1efec6e7520234389bb

Observation 6038c7e3-d2fc-4754-a772-8a7c87735a99 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:45.619245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.258082Z digest=sha256:55844e7c6719daed43f96e254aaade46cab35b2859ecdf6e255040e19c49ae89

Observation 06aee745-7ae9-43ce-a582-dd1580b0c2e9 · outbound

This paper cites Murphy (1991).

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Murphy (1991)

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:45.429890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.422043Z digest=sha256:08efca51a69e72da9f3abf927b20bee46d278b2c06f65e0ed27c597ecc08076a

Observation 59ad7013-2ab4-4ce2-aeae-1f060bb2b880 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:45.138994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.534000Z digest=sha256:fbb157fe3fd8310a524c2e346b48f0c16115819a1d89a968c6745c3bf20d96ef

Observation b0241fb3-8c35-4811-b5de-1ceb181836ca · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:44.835015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.687398Z digest=sha256:def9bbbb589f5226ada4f1d25be6b5d424c00376440cad2a5e1b3c30d483a19f

Observation 1e47ac55-985d-47ba-9d74-9c472b847ce7 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:44.568629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.810928Z digest=sha256:a130ff2743d8035d7fec4d4af2c8e641876217c3ca86b7065d5f6c94a16ed3e6

Observation d3b4b084-8e67-4124-bd40-e5789b939d2c · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:44.271902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:29.969271Z digest=sha256:e9216de1e77c561287ee37bc4c61255413c4e494d33b4db32242a2b92908ecc7

Observation 8dadcc41-373e-4cf1-a02b-b48796377e3d · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:44.045133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:30.104143Z digest=sha256:a9e503fed4b8e61078b16d006708c3a35b7224209549f4e251b924b7a8473098

Observation 4f71e86b-336d-4af4-80c8-93777b8b0761 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:43.793376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:30.211920Z digest=sha256:340c772d92f5eb7216cd3a45122603188ed5563375b5958672ab1f5664be2de1

Observation 90bff4a9-79d0-4964-932a-5f8ac19072b0 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:43.526093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:30.371555Z digest=sha256:388a2d0fb1e4e78d2c1f32acf863e0729c0d2c5d8ad5680d7c19164496b842e8

Observation 09765388-1b09-4621-9eb5-71603367eadb · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:43.270483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:30.545876Z digest=sha256:67c3061fe1b7be608e55be9a856d84701e045b897c21b59b2d0e78308c436d11

Observation 8f81855b-bb6f-4822-b9eb-ec6748e2907c · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:42.992636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:30.669467Z digest=sha256:42a1e2846371531fa54d38d6a49bf5617896032770e5e9b6216e77f7d618632b

Observation 0e7b054b-8d94-4fdc-a009-a71e1290e8e6 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:42.698488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:30.767257Z digest=sha256:9a82e4e3864dc4942165c43b23a4291a1c25d048a7829d8a223a878c7b27fa6c

Observation 09ab5fff-9027-4bd4-8835-6cb9b944383f · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:42.508476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:30.888223Z digest=sha256:d2a7533d7648754a9416b5457958fd164bd06ae91b60d6c4ed50d456f21356aa

Observation f9c16f6f-6f26-4875-bfe1-1d5f4846cb20 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:42.314160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:30.996043Z digest=sha256:aba1743f4b0c672cc4b7f6c61d53f0e099127f2ba6cc64855e20d941b4316393

Observation 958759f0-b043-4398-a6ad-0d9942e5ca5f · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:42.104033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:31.132864Z digest=sha256:682e0f3600c6d65dddf17b88a33d2d5e38e2cbbebd84cc77b1cc4d6c143e48d3

Observation 29ac08cf-899d-4e6b-955f-5ffaebbad339 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:41.876702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:31.282399Z digest=sha256:ccde3fe40fabe8687e335d512a435011e929c6e83b6e80d189f034347d2752b1

Observation 6da32a94-0bab-4754-b84e-43f6b0e87f03 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:41.677112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:31.396581Z digest=sha256:7fec1871a182c018135a59fc4a74a4cb66cd137a8b5bc3e9b3263a045e3a21bc

Observation 24434b33-6f7d-4e04-b384-a50a7afb3843 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:41.410226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:31.517935Z digest=sha256:f3813f13d0602053f31b91cf9ae6f8f7b14e671ac95c9349fbd66e4de8da19b6

Observation 21acdfa0-fee6-47f2-8e76-027040188b26 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:41.169060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:31.685075Z digest=sha256:92d5e9da7441cd51530b71a9a5f4c5224a12584b75db71ad1346fc86c47098ec

Observation 95dd1f4c-4fa6-4959-8f10-4fc05fa7474e · outbound

This paper cites Deep Adaptive Input Normalization for Time Series Forecasting.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Deep Adaptive Input Normalization for Time Series Forecasting

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:31.798686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:31.798686Z digest=sha256:b7f76c27369723f964ffb185e7b3cfd0effa2872bbfc1c4abe32854ed8e37b13

Observation e69e0202-878e-461d-8ad1-3b0426032527 · outbound

This paper cites B., & M¨ uller, K.-R.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data B., & M¨ uller, K.-R

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:40.958617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:31.918911Z digest=sha256:1eb09a38b36b6a31fc2df0535e10d06bb5f30f29a154264b834ad5d203eeb372

Observation 034a3734-9a1d-446c-b5f6-37ade9b1c6e5 · outbound

This paper cites Time-Series K-means in Causal Inference and Mechanism Clustering for Financial Data.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Time-Series K-means in Causal Inference and Mechanism Clustering for Financial Data

Reference 98

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:18:35.753550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:32.042276Z digest=sha256:5f824b2a98264518e02729bf1482a21ccf74b151a7470d18932eadb5bb36beab

Observation 707e9b5a-5ed4-4c01-9bbe-6127e38b15da · outbound

This paper cites Temporal Embedding in Convolutional Neural Networks for Robust Learning of Abstract Snippets.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Temporal Embedding in Convolutional Neural Networks for Robust Learning of Abstract Snippets

Reference 99

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:18:35.486104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:32.181895Z digest=sha256:23ed4ab53a551a49230299dbcb1a263c36520a69d66462ac56b107b83043faa6

Observation 5cc8a207-2fa2-49e1-8e0e-d2a756d421d5 · outbound

This paper cites an unresolved cited work.

Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data Unresolved cited work

Reference 100

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:40.813070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T10:18:32.298226Z digest=sha256:e46648d17f6de38dd0bedd9c8245a9856734be9f32d5d7cedff705c11d3da979

Pith citing papers

No inbound Pith citation observations are available.