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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 8 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 2026-08-08T06:32:00.761636+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

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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unresolved
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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unresolved
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

Resolution
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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unresolved
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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no resolver link, observed 2026-08-07T10:18:22.878217Z

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

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T10:18:24.900680Z digest=sha256:3fd76fcfd690264f40145d30561e85d8433ddb8c4c169a27ff47a2fdbfad41d2

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

source=pdf_text observed=2026-08-07T10:18:24.999082Z digest=sha256:758e6fbb948b04495a237aee4ae5137149011113b5b739897d50219658e721a0

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

source=pdf_text observed=2026-08-07T10:18:25.099296Z digest=sha256:f1a318d60cc34b2b3b3571166c4420830d59f1ca6477245da914c4257a441c00

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

source=pdf_text observed=2026-08-07T10:18:25.195429Z digest=sha256:f15729204d6e50a15b923ba244d3796dd120e6fc892c8e08c14a94b30c584cfe

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

source=pdf_text observed=2026-08-07T10:18:25.331686Z digest=sha256:ac0c4d232a8640a374c4eb3c88f3d5c0197d234e10c57296ddbb8473947a6071

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

source=pdf_text observed=2026-08-07T10:18:25.427685Z digest=sha256:9fa1ca5fa0a9118b45ef930c15c0b1bccf0cf1be6a7c02132b09ab03f8c8c03d

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

source=pdf_text observed=2026-08-07T10:18:25.577658Z digest=sha256:320a2aa69317ed9e817c33be2b66c9dca10449e1ca66f53eec9801aabb4774a2

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

source=pdf_text observed=2026-08-07T10:18:25.705256Z digest=sha256:fe2c1ad6113ba2a08d3bd5301cb5e4ec1b4f0bae372a15c8ab81304bd5bb2ce3

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

source=pdf_text observed=2026-08-07T10:18:25.794060Z digest=sha256:22cc70c88506ab7184f6ed1dcf672981b237a6bda259d4cd9a78720201ba72b7

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

source=pdf_text observed=2026-08-07T10:18:25.899303Z digest=sha256:3fa724efa35ec4b2ed483b36e2f05f38e93019e2d36b7c26be4902fef9526f25

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

source=pdf_text observed=2026-08-07T10:18:26.038098Z digest=sha256:45f3c7c4181bb034a38f554b0f2d7025dd0a024c056a23d1ad9c745a72104495

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

source=pdf_text observed=2026-08-07T10:18:26.191609Z digest=sha256:8671a00bc02e3641979026618c7c929286d98c572e58af262ac2f4a210072a3c

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

source=pdf_text observed=2026-08-07T10:18:26.348567Z digest=sha256:da2f8516e2118d544aa4c3d864a85eec86e0c73d7ea513aab5f4d9c03ed63311

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

source=pdf_text observed=2026-08-07T10:18:26.504470Z digest=sha256:de171ccc0527b61462ec574acdfe97004c2d1bb0b7303a793f9258f190f0b7c8

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

source=pdf_text observed=2026-08-07T10:18:26.667002Z digest=sha256:6297f2bf6e7fc38a58b8816960f497733ddedd3864b468edbfc1b13eeca4f69b

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

source=pdf_text observed=2026-08-07T10:18:26.877311Z digest=sha256:86cfe2185277e6ac3d3c5f44b02e976849c19111e3202cc546b6b32ce3b80bff

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

source=pdf_text observed=2026-08-07T10:18:27.059725Z digest=sha256:47dd10648c40c9b26353693f3d2d458389d38c127bfcc4edfbdd4e7edd18eb96

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

source=pdf_text observed=2026-08-07T10:18:27.220213Z digest=sha256:45ead047398fad68a3c7858305c4490ed142c3a38c7f727e10832e2b734abf65

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

source=pdf_text observed=2026-08-07T10:18:27.346180Z digest=sha256:872cbd56643ddc5e36bb2862e19f0af1fde3f2c528cb65797c99dc36d80bb0d2

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

source=pdf_text observed=2026-08-07T10:18:27.468640Z digest=sha256:ae18eb9c87c8a0c2183dcf4f46a9eb1ba9d83b0532bc8a0f5051113b0769c01e

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

source=pdf_text observed=2026-08-07T10:18:27.551218Z digest=sha256:d34d0cbdd320525428ad19723d8bed41e6f2fe5c61ce6ee3cee6b61584c5990a

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

source=pdf_text observed=2026-08-07T10:18:27.655893Z digest=sha256:bb0ee4f853a96f2b7ce2849ce066f511cae8a99f4421a5ac9c931a8311073274

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

source=pdf_text observed=2026-08-07T10:18:27.746380Z digest=sha256:429f48996592ff0745e04adf90ac66f06574de45c8d5794f2dd5935217c67713

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

source=pdf_text observed=2026-08-07T10:18:27.866581Z digest=sha256:9510a53621069acbe2a8b6ea9f2b38b4f8d8e7e82719854996b6c0c08bb0b726

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

source=pdf_text observed=2026-08-07T10:18:28.019802Z digest=sha256:c802be57c68113e141d70b669b81f21b5f2cc432ab16ba947b060b5b504b7ec4

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

source=pdf_text observed=2026-08-07T10:18:28.160219Z digest=sha256:0b6348fdd094add153a9d23eba3a318ca1f19a99b732d2d37841c899492695d8

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

source=pdf_text observed=2026-08-07T10:18:28.284302Z digest=sha256:023c79c9fc32ee219751dfdbd40451162b4c58b143964d33979c66d966f23cf6

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

source=pdf_text observed=2026-08-07T10:18:28.368239Z digest=sha256:d5705638bd2f4497cff68ddeb2403a9642cba799877f1138e3a74923e5ab263e

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

source=pdf_text observed=2026-08-07T10:18:28.477034Z digest=sha256:5ca6b7cce4ec5132faa3202347642257a6f3b256a10dbc08f2f2da60d4330532

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

source=pdf_text observed=2026-08-07T10:18:28.603197Z digest=sha256:6dcf768670cf63d5ed309e4fdd1d70a02536a4a892f19ae6445457aaa693bab7

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

source=pdf_text observed=2026-08-07T10:18:28.715640Z digest=sha256:3185b1b65ef49b7b44da21f99f891395a82adcdb4a6788be7541889fd3dd84d7

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

source=pdf_text observed=2026-08-07T10:18:28.830964Z digest=sha256:613f4861bd4bc1594264b6d4e53da05aeaab7272e9280f14efe07bb275e8e9ea

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

source=pdf_text observed=2026-08-07T10:18:28.931880Z digest=sha256:dd37c281b2c00a35482db0c357ff7872a33afb19d377919c3d9a21a51a0a5a85

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

source=pdf_text observed=2026-08-07T10:18:29.032056Z digest=sha256:9bc1e183b8ebdfd6ab6fa348b0e90388c46cdbd936e4815f807e1a26735c1a68

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

source=pdf_text observed=2026-08-07T10:18:29.094981Z digest=sha256:3d205aeb7c70f59a6a7fbb28d85785b91146b36e5f6315f1bbe194b8d6ce6df5

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

source=pdf_text observed=2026-08-07T10:18:29.108682Z digest=sha256:3a3028a038781adfb5cbfa391ea7641ff758a45f496b0ae48f875f7190c0b5c9

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

source=pdf_text observed=2026-08-07T10:18:29.155489Z digest=sha256:2915bc7d406b874f5b1c29ef39bc9a1eaa8046615fd5b5198fda86bb5434481c

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

source=pdf_text observed=2026-08-07T10:18:29.258082Z digest=sha256:f443251f4e9b84cbc4937b95922b7f394b44cad597a8ce4b8a4730ad158a6115

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

source=pdf_text observed=2026-08-07T10:18:29.422043Z digest=sha256:b85df88dbdf0abcb1b999414f436eb340f864b7a7e922127d619aee91785e570

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

source=pdf_text observed=2026-08-07T10:18:29.534000Z digest=sha256:1d8719a11db41c6f359afb26e03a8647c79536f1d945a0d409ec61013412a95c

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

source=pdf_text observed=2026-08-07T10:18:29.687398Z digest=sha256:02e0f7b88ad4f1cdd6d487b7cedda3503d0e3919309c5695f68eae964f21b281

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

source=pdf_text observed=2026-08-07T10:18:29.810928Z digest=sha256:44800937f614de07a38ca7b935ec12b9d680b57f02d05bf99e9263928530b213

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

source=pdf_text observed=2026-08-07T10:18:29.969271Z digest=sha256:14bda227ffcca763959685d57e9015a71670e60f39f4697f6590818f07598a96

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

source=pdf_text observed=2026-08-07T10:18:30.104143Z digest=sha256:11fd996b31707252f17192ed12cd4bc6f60330c2f6f482f32a59a8e4ca272e4c

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

source=pdf_text observed=2026-08-07T10:18:30.211920Z digest=sha256:8664cff1782a9cccf5996949170c0b7ac598d34839d3b0f91c4b91e83a2c810d

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

source=pdf_text observed=2026-08-07T10:18:30.371555Z digest=sha256:0766573e40d8f541c25b610e71145260e597efe69c03e7136a66cc9096fe896c

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

source=pdf_text observed=2026-08-07T10:18:30.545876Z digest=sha256:8a6715d576dc68d8dd7ae921c37ad36ccb7c208aa34c089cc9f2cd22ee979e9c

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

source=pdf_text observed=2026-08-07T10:18:30.669467Z digest=sha256:e2b74a8557580781ede7f2e8a30874bd8487007cdc131db0bdc351c35734c886

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

source=pdf_text observed=2026-08-07T10:18:30.767257Z digest=sha256:f79dfab0c4888596fec375576d2e9998b348443b1df2361c9ea84202704de5cb

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

source=pdf_text observed=2026-08-07T10:18:30.888223Z digest=sha256:111908f3bde1dd2029ce9eeb3dc5f151a9723aebba242c6791a6b2ab5993feda

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

source=pdf_text observed=2026-08-07T10:18:30.996043Z digest=sha256:1fba467e900d58e66b242e8d2a48a3b3ec58bd9ecbc3b35b2ca21aa6a16429c9

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

source=pdf_text observed=2026-08-07T10:18:31.132864Z digest=sha256:7ce89d7d16403f49b7acf2b41dcdab2fab0169a9eca78448657a8584c18bac8d

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

source=pdf_text observed=2026-08-07T10:18:31.282399Z digest=sha256:2fcc2f532d4f93271315e1d1a8a8d33393c88f0fdd2ee5006e13e7d5f81a5184

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

source=pdf_text observed=2026-08-07T10:18:31.396581Z digest=sha256:20f4139e13082ef9bd7007d795fad9e05751594c2706343d08018f0f5fcf83a7

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

source=pdf_text observed=2026-08-07T10:18:31.517935Z digest=sha256:6ea5bb2904cc419b85242fe9928804dc4f4b8738373c45f899ce58692eaf8c1c

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

source=pdf_text observed=2026-08-07T10:18:31.685075Z digest=sha256:70abdca6507e8f6d4610507d17e5369e74fc9db690ab7b72cc1192aed222146f

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

source=pdf_text observed=2026-08-07T10:18:31.918911Z digest=sha256:f7c33edd86ee4ca79f50876725b4374705472955bff13eccb1a4bbbfad4c09ce

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

source=pdf_text observed=2026-08-07T10:18:32.042276Z digest=sha256:7882ae06917714b55e824941b34cb872deaba99c80accb9a118ea4efd2486d6e

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

source=pdf_text observed=2026-08-07T10:18:32.181895Z digest=sha256:87379d8dd6f640b2d86f58f0dedbdb24d62de3b68b1bf3ccd29ba5aca5adfede

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

source=pdf_text observed=2026-08-07T10:18:32.298226Z digest=sha256:ba678e6bd40192176f94f92ee95e8d55d0dd8eb1894aaf1d20b1396a623e7c6e

Pith citing papers

No inbound Pith citation observations are available.