Paper Citation Record · LEDGER

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data

As of 14 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 2 inbound Pith citation observations for arXiv:2502.15757.

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

pith.paper-citation-record.v1
2502.15757 v3

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T05:30:12.112202Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:48.910748Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:40:07.749157Z

Reference resolution

46 of 46 outbound references displayed

verified exact2
verified fuzzy21
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6d135064-5d39-4fbd-8180-b4f1e606c7fb · outbound

This paper cites Aiolfi and C.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Aiolfi and C

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.880767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7b7b4b2d-7e19-49fa-9904-2c9dc75e1775 · outbound

This paper cites Berti, B.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Berti, B

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T05:30:11.975224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef96b1fd-24b2-4b33-a6ad-2b597ab19300 · outbound

This paper cites Bossaerts and P.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Bossaerts and P

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.871991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2c56bd1f-626f-457b-af0b-00453ea112e3 · outbound

This paper cites Bouchaud, J.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Bouchaud, J

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.863079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3099d464-19aa-479b-b98c-e62e71086ffe · outbound

This paper cites Bouchaud, M.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Bouchaud, M

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.854118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 59fd4976-5ee3-40f1-a92d-76c0abea5765 · outbound

This paper cites Bouchaud, J.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Bouchaud, J

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.845030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a211916f-b377-493d-8923-de2194725f19 · outbound

This paper cites Language Models are Few-Shot Learners.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Language Models are Few-Shot Learners

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T05:30:11.992139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4e22e6c-8e97-4973-a923-6ad9922ed0f0 · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.834656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8b1e7c10-9a25-4eef-81fa-14f84714fdea · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.825105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1163b353-b323-4351-8115-a0d7358c085a · outbound

This paper cites Coletta, M.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Coletta, M

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.816689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d3f8300a-a603-48cf-b755-61ada9d002d4 · outbound

This paper cites Coletta, A.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Coletta, A

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.808797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 418a2646-3781-4668-b09a-22d6468a2594 · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.801077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ca5d2a41-f2ac-4084-aa61-4e3320ab90e9 · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.793149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8969dea1-1e91-42f0-ade0-a607a052da62 · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.784402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 60f8e3a8-7b01-4171-9390-b28293cadf9b · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.775563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e6e82da8-063c-438c-a90d-93d6fa769e68 · outbound

This paper cites Dimson and P.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Dimson and P

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.766426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6ff8bc48-4bb7-4ccd-a7d0-bb2ae7c6afef · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.756896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 015ad9e5-aa5e-4cb6-b970-d9e09cbfbcce · outbound

This paper cites Guo and X.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Guo and X

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.746931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5dac8a72-9deb-41f1-ae8e-31228acd240b · outbound

This paper cites Gaussian Error Linear Units (GELUs).

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Gaussian Error Linear Units (GELUs)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T05:30:12.025734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a54edc9-2f96-4558-8225-1359386fa33f · outbound

This paper cites Hultin, H.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Hultin, H

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.737508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e5fcac78-a980-45be-8953-e535914f593b · outbound

This paper cites Scaling Laws for Neural Language Models.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Scaling Laws for Neural Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T05:30:12.032640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5e4db66-3227-4056-aef2-0f434277890f · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.728454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 711fb49c-446c-4976-b63f-a4ee4df4a325 · outbound

This paper cites Kisiel and D.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Kisiel and D

Reference 23

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-08T05:30:13.636882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1de01614-34c8-483f-88ab-aea65b1dd21a · outbound

This paper cites Kisiel and D.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Kisiel and D

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.719115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 969ecf49-4924-4c9a-9c79-3b7421f6ccbb · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.709773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2d591f29-9c18-418e-8adf-fec48abe210a · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.701004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0420758c-9bea-481b-adbd-10bb314a625b · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.692195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 61c4f5d2-d5a1-457a-89a2-333a4ea730db · outbound

This paper cites Generative AI for End-to-End Limit Order Book Modelling: A Token-Level Autoregressive Generative Model of Message Flow Using a Deep State Space Network.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Generative AI for End-to-End Limit Order Book Modelling: A Token-Level Autoregressive Generative Model of Message Flow Using a Deep State Space Network

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-08T05:30:12.164086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dc7da4a9-194a-4d5a-9dda-352401a2a214 · outbound

This paper cites Ntakaris, M.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Ntakaris, M

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.683604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 597ffd57-511d-4c53-b1b4-052512735856 · outbound

This paper cites Passalis, A.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Passalis, A

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.675869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 55315522-e047-489e-8424-7670a70bac53 · outbound

This paper cites Prata, G.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Prata, G

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.667832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 452ec963-fe94-49d1-98c5-7337053a0213 · outbound

This paper cites Shi and J.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Shi and J

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.659973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fae57900-25f0-477c-96b4-8984ccc518ce · outbound

This paper cites Sirignano and R.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Sirignano and R

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.651103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ee956b40-5b02-415a-86df-409d620c26a8 · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.641822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 61c3e77c-1421-4bb1-8147-2070bfe59fb5 · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.632382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 30690d44-a72f-46b0-8757-503bde3d818b · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.622203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a48ef6d9-893e-4562-95eb-473294fb73b2 · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-08T05:30:16.612926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5ca5196e-ae82-4a12-86c2-1202c247d786 · outbound

This paper cites Tsantekidis, N.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Tsantekidis, N

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.603603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ff99a93c-bc00-4973-8f9b-f52360b3f451 · outbound

This paper cites Tsantekidis, N.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Tsantekidis, N

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.594055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 702c2c77-6244-482e-aa6d-b113a69b1779 · outbound

This paper cites Tsantekidis, N.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Tsantekidis, N

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.584728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5ed90593-36a8-446a-99d3-c74886964d35 · outbound

This paper cites Vaswani, N.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Vaswani, N

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T05:30:12.096159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6b3b56d-14e1-48ea-b151-51c943df87f8 · outbound

This paper cites Transformers in Time Series: A Survey.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Transformers in Time Series: A Survey

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T05:30:12.099161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aff26943-7ae0-4a05-a5d9-9017fc51c04a · outbound

This paper cites an unresolved cited work.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T05:30:12.102810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ee982ec-619f-41ee-bf2e-91e33ee9fc57 · outbound

This paper cites Multi-Horizon Forecasting for Limit Order Books: Novel Deep Learning Approaches and Hardware Acceleration using Intelligent Processing Units.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Multi-Horizon Forecasting for Limit Order Books: Novel Deep Learning Approaches and Hardware Acceleration using Intelligent Processing Units

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T05:30:12.106171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46e94281-62bf-4dbd-88d1-6a5d1ad1da4c · outbound

This paper cites Zhang, S.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Zhang, S

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.563671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 89e98084-fb18-4492-b95c-2d4f30b8da2b · outbound

This paper cites Zhang, S.

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data Zhang, S

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T05:30:16.552570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation a35276ee-c4ee-4696-a6f2-9606ea1a04c1 · inbound

Exploring Microstructural Dynamics in Cryptocurrency Limit Order Books: Better Inputs Matter More Than Stacking Another Hidden Layer cites this paper.

Exploring Microstructural Dynamics in Cryptocurrency Limit Order Books: Better Inputs Matter More Than Stacking Another Hidden Layer TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T10:18:48.910748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94682df9-5895-4373-b1ef-2c622ceb3bc2 · inbound

The Inference-Compute Frontier and a Latency-Efficient Architecture for Limit Order Book Prediction cites this paper.

The Inference-Compute Frontier and a Latency-Efficient Architecture for Limit Order Book Prediction TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-04T20:40:07.750565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.