Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.