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Paper Citation Record · LEDGER

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration

As of 17 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2507.01842.

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

pith.paper-citation-record.v1
2507.01842 v2

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:45:14.400494Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

68 of 68 outbound references displayed

  • verified exact1
  • verified fuzzy58
  • unresolved9
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc3652f0-973e-452f-afca-93363deb6250 · outbound

This paper cites an unresolved cited work.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Unresolved cited work

Reference 1

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unresolved
raw_fallback, observed 2026-08-06T20:45:15.087462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.158383Z digest=sha256:a85a6d2e8670ee42f8fedc8355ffed1dd27cfb94720807ddea8b7d5d2f2b21c9

Observation 526db510-d64c-438d-8899-c854e43ed911 · outbound

This paper cites Use of wehner-schulze machine to evaluate pavement skid resistance: A review.Journal of Traffic and Transportation Engineering (English Edition), 2024.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Use of wehner-schulze machine to evaluate pavement skid resistance: A review.Journal of Traffic and Transportation Engineering (English Edition), 2024

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-06T20:45:15.076907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.162857Z digest=sha256:086663af2df6825b38b298dca86db640c44accb92053b19e0b2f378af105f2c2

Observation 9f28017a-3522-4ce1-bed7-4c91a46ce26d · outbound

This paper cites an unresolved cited work.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Unresolved cited work

Reference 3

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unresolved
raw_fallback, observed 2026-08-06T20:45:15.067030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.166294Z digest=sha256:72bdb020dc109730dfb3fac11d6511a88f0273aec18112fc8108f614b8ce2387

Observation 26b86922-a096-4b39-82ef-3e1521d2308f · outbound

This paper cites Tire pavement noise and safety performance, pcc surface texture technical working group.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Tire pavement noise and safety performance, pcc surface texture technical working group

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:15.056887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.169672Z digest=sha256:515877128d0e54f58b85971c29b34549147610d05c840acd7b61926a760397e8

Observation 9d323269-ba6b-4a10-a81b-3565e831727a · outbound

This paper cites Review of factors controlling skid resistance at tire-pavement interface.Advances in Civil Engineering, 2021(1):2733054, 2021.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Review of factors controlling skid resistance at tire-pavement interface.Advances in Civil Engineering, 2021(1):2733054, 2021

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-06T20:45:15.046675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.173653Z digest=sha256:b5047dcafeff78a71b27e32118e4f354b66d90a2210fd8c0cc79d7af96294115

Observation cd8030bc-3678-43f4-8912-21b8822c9212 · outbound

This paper cites Field study of asphalt pavement texture and skid resistance under traffic polishing using 0.01 mm 3d images.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Field study of asphalt pavement texture and skid resistance under traffic polishing using 0.01 mm 3d images

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:15.036698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.177053Z digest=sha256:18f6fa8720b054c3e2012fad74ff4009ea112514f18320666239675b2ddde624

Observation 28333988-8254-465e-9606-3d865c3138e7 · outbound

This paper cites Understanding and improving 23 of 29 pavement milling operations.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Understanding and improving 23 of 29 pavement milling operations

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:15.026750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.180880Z digest=sha256:52e43386d33070ff00809864e4fe1970b32d3f980881ff1549dfa5b7f6937167

Observation 74499cca-ed89-481d-a355-cea2f850fca7 · outbound

This paper cites The design and performance evaluation of low-noise rubber-fibre micro-surfacing pavement.International Journal of Pavement Engineering, 25(1):2414056, 2024.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration The design and performance evaluation of low-noise rubber-fibre micro-surfacing pavement.International Journal of Pavement Engineering, 25(1):2414056, 2024

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-06T20:45:15.016303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.184902Z digest=sha256:cf3f9fde1e956537e60ed72c5c701860d23ba6a76c94efe79540871cd6bd072c

Observation 757cb4e9-f453-4c61-9c02-9574c1879bfe · outbound

This paper cites Investigating the impact of pavement surface features on skid resistance: A review on machine learning approach.Materials Research Proceedings, 48.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Investigating the impact of pavement surface features on skid resistance: A review on machine learning approach.Materials Research Proceedings, 48

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:15.005103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.188683Z digest=sha256:953d8b81d9cf489dfd7d539948c1f10e9adeb2c7290bd70bfde9f995dd3d4079

Observation 08f301ce-7f7f-4893-88e7-ec9d8bb1bd47 · outbound

This paper cites A review of non-contact approach for pavement skid resistance evaluation based on texture.Tribology International, page 109737, 2024.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration A review of non-contact approach for pavement skid resistance evaluation based on texture.Tribology International, page 109737, 2024

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.994852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.193084Z digest=sha256:3ec812dc4e366d5875f814601dd6381da827943246a212df8393e9d8b93eabc6

Observation 52690503-6893-40b8-b03a-832577015dc3 · outbound

This paper cites Physical model for the prediction of pavement polishing.Wear, 267(1-4):81–85, 2009.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Physical model for the prediction of pavement polishing.Wear, 267(1-4):81–85, 2009

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.985746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.196412Z digest=sha256:c649126dce5ca7b2a86ac3b5536f4a732b6f9e78dd333f729276960411cebe7f

Observation dcb97c3f-478d-4c35-98cd-e3599d56df19 · outbound

This paper cites Locked-wheel and sideway-force cfme friction testing equipment comparison and evaluation report.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Locked-wheel and sideway-force cfme friction testing equipment comparison and evaluation report

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.976413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.200594Z digest=sha256:12a72ea7d2323f3491a2d27847fcf2d623a1e74b8de874c46ab6cec353c99e51

Observation 99de7b2a-470d-403f-94af-4c3a4e6963ca · outbound

This paper cites Pavement macrotexture determination using multi-view smartphone images.Photogrammetric Engineering & Remote Sensing, 86(10):643–651, 2020.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Pavement macrotexture determination using multi-view smartphone images.Photogrammetric Engineering & Remote Sensing, 86(10):643–651, 2020

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.966315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.203881Z digest=sha256:db4d2145d50d3c2250aff6cb45b2705b4d6f11e8ac9c037cd4d7a29c79e359fd

Observation a5047b0c-8c4f-4345-a764-88b5e3f727ec · outbound

This paper cites Pavement skid resistance properties for safe aircraft operations.Journal of Road Engineering, 4(4):361–385, 2024.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Pavement skid resistance properties for safe aircraft operations.Journal of Road Engineering, 4(4):361–385, 2024

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.956063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.207222Z digest=sha256:3879a872e68ee0d3f148c28bb8650e67f02a855a3383b22463f3bfbeedd188ad

Observation 955cc1b5-7cfa-4a17-9786-e934307488da · outbound

This paper cites An assessment of the skid resistance effect on traffic safety under wet-pavement conditions.Accident Analysis & Prevention, 41(4):881–886, 2009.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration An assessment of the skid resistance effect on traffic safety under wet-pavement conditions.Accident Analysis & Prevention, 41(4):881–886, 2009

Reference 15

Resolution
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raw_fallback, observed 2026-08-06T20:45:14.946598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.210600Z digest=sha256:efc63329e0f5250c49a281af733d0cd574da30f292de04bc0fba2e7dd6504bc1

Observation f34520cc-7225-4410-af85-d6fe73e5651f · outbound

This paper cites Quantitative relationship between crash risks and pavement skid resistance.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Quantitative relationship between crash risks and pavement skid resistance

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.938005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.213622Z digest=sha256:b690f382149132a06d9367a684e92bb7cae3dee9a81c14360a80e04db73bea7a

Observation d1cdd848-40a0-4e8d-af70-446dfa252f30 · outbound

This paper cites Evaluation of the long-term performance and benefit of using an enhanced micro-milling resurfacing method [gdot 13-20].

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Evaluation of the long-term performance and benefit of using an enhanced micro-milling resurfacing method [gdot 13-20]

Reference 17

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raw_fallback, observed 2026-08-06T20:45:14.928000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.217144Z digest=sha256:90c0deea28017368612401bd39a3bd852e87b52a28c0245e4205dbf340589757

Observation 0b11e87f-0a8a-40e6-b06f-eb7e5cbdabca · outbound

This paper cites Milled pavement texturing to optimize skid improvements.Construction and Building Materials, 101:602–610, 2015.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Milled pavement texturing to optimize skid improvements.Construction and Building Materials, 101:602–610, 2015

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.917338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.220507Z digest=sha256:07b11625fe8c35d10e8e8c89d4eeef715a5886d73a57e2b31e7d65cf99c8a7c7

Observation 729a1391-4ed0-40e4-9d88-197ce396807a · outbound

This paper cites Milling and planing of flexible pavement.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Milling and planing of flexible pavement

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.906636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.223966Z digest=sha256:e92e2926fc0eecd096b47d4e820ab191a9a9f3d8705e4612544f2d146e5d93d0

Observation 72c8e80c-6948-421b-ade1-0e9528495760 · outbound

This paper cites Performance- related specifications for pavement milling.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Performance- related specifications for pavement milling

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.895787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.227632Z digest=sha256:ebbc06f4c81a1f41085b85bbd8eb01bf58220485a765e626aa6d094637645415

Observation 13ca2866-9aac-4ccd-b10b-747c5d26c3eb · outbound

This paper cites Quality control of micro-milling treatment on tunnel concrete pavement using 3d range data.International Journal of Pavement Engineering, 23(5):1612–1621, 2022.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Quality control of micro-milling treatment on tunnel concrete pavement using 3d range data.International Journal of Pavement Engineering, 23(5):1612–1621, 2022

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.885446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.231066Z digest=sha256:72ce79b0a3206316156ab5b80db9a2335593fc9c1f77b51f703eb8855deebbeb

Observation bbe949e8-15ed-439f-be55-aefbb6b9aa06 · outbound

This paper cites Effects of milling and other repairs on smoothness of overlays on asphalt pavements.Transportation Research Record, 2408(1):86–94, 2014.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Effects of milling and other repairs on smoothness of overlays on asphalt pavements.Transportation Research Record, 2408(1):86–94, 2014

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.875782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.234116Z digest=sha256:0077ada27b6cf19106918d0bdb2be7adde33e475e7d514081aff10682e0e90a7

Observation 1dbc1f70-3fed-4046-9362-2a08645949e9 · outbound

This paper cites Ultra-thin bonding wearing course case study.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Ultra-thin bonding wearing course case study

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.866547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.237313Z digest=sha256:226163ac7fca937837bdcd279823293ee251c744413c5d881e55541c71bfa648

Observation fc35461f-f867-4b1f-ac55-bc2f55b78822 · outbound

This paper cites Study on the skid resistance deterioration behavior of the sma pavement.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Study on the skid resistance deterioration behavior of the sma pavement

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.857081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.240771Z digest=sha256:1e347cdaaa28b59ff845522e26534b50028ae09ed24a10c792d614ca09d0d2af

Observation cf49d9cb-7dfa-4305-a696-8f0fa18a84b4 · outbound

This paper cites Effect of aggregate and pavement types on skid resistance evolution.Proc., 7th Eurasphalt and Eurobitume Cong.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Effect of aggregate and pavement types on skid resistance evolution.Proc., 7th Eurasphalt and Eurobitume Cong

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.846023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.244241Z digest=sha256:bcb1a5bd5f2c5ce76c141610884efa1be3250818c966320bda40e46a57e01445

Observation 76ba7d60-b06d-4024-b092-1c9389f9fb66 · outbound

This paper cites A new predictive skid resistance model (psrm) for pavement evolution due to texture polishing by traffic.Construction and Building Materials, 342:128052, 2022.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration A new predictive skid resistance model (psrm) for pavement evolution due to texture polishing by traffic.Construction and Building Materials, 342:128052, 2022

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.835589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.247395Z digest=sha256:e08381a2356a53c68a93521f75e232e5b06a1ee95efae19728dddef972a28038

Observation b8cfa7b2-e49a-49a7-a18f-dd88e6238931 · outbound

This paper cites Directional characteristics of traffic polishing effect on pavement skid resistance.International Journal of Pavement Engineering, 23(9):2937–2953, 2022.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Directional characteristics of traffic polishing effect on pavement skid resistance.International Journal of Pavement Engineering, 23(9):2937–2953, 2022

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.826075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.250853Z digest=sha256:c5630c98e588103d1cb9c9f2d3bbafe04f43414b43f0468494ce10e8c3596bb3

Observation bbc7d5f2-9b8c-47f4-874c-07a2627fba28 · outbound

This paper cites Rubber friction on wet and dry road surfaces: The sealing effect.Physical Review B—Condensed Matter and Materials Physics, 71 (3):035428, 2005.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Rubber friction on wet and dry road surfaces: The sealing effect.Physical Review B—Condensed Matter and Materials Physics, 71 (3):035428, 2005

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.815903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.254423Z digest=sha256:354eeb0f412b0fbf782e771b6a6f97011b370ca31e7cfcf745c981a9cb7fb0dd

Observation ae7e75bc-d733-40fd-8123-b45561238d73 · outbound

This paper cites Temperature influence on skid resistance measurement.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Temperature influence on skid resistance measurement

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.806790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.258687Z digest=sha256:f3b31bdaa082783da00922fbaff1945a1d56c3e97692619bd19bd9c06b5b4707

Observation 7a271afb-5ed6-4b66-bb4a-16df056671c5 · outbound

This paper cites Long-term skid resistance evolution and influence mechanism of asphalt pavement based on self-developed wear equipment.Construction and Building Materials, 453:139085, 2024.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Long-term skid resistance evolution and influence mechanism of asphalt pavement based on self-developed wear equipment.Construction and Building Materials, 453:139085, 2024

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.797016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.262810Z digest=sha256:3e6ac82ba1d11c02ffc82b98a38063bad6fbcf6b2d97252aaa34149dabc0a69d

Observation 3f870e62-63f7-443d-88da-583c24b5d5db · outbound

This paper cites Evaluating the anti-skid performance of asphalt pavements with basalt and limestone composite aggregates: Testing and prediction.Buildings, 14(8), 2024.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Evaluating the anti-skid performance of asphalt pavements with basalt and limestone composite aggregates: Testing and prediction.Buildings, 14(8), 2024

Reference 31

Resolution
verified exact
doi, observed 2026-08-06T20:45:14.432040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.266622Z digest=sha256:9e5199bc445bbb6bc89ba8c8dba1713514538c11410acd176af7f8bc7a01a048

Observation 913f529e-5a44-4538-8faf-cda2776ca8f6 · outbound

This paper cites The impact of coarse aggregate mineral compositions on skid resistance performance of asphalt pavement: A comprehensive study.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration The impact of coarse aggregate mineral compositions on skid resistance performance of asphalt pavement: A comprehensive study

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.786348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.270099Z digest=sha256:d4ebdd008cc9e972d139529cc3e2061813afe9e69dad81a2767d58f151dbd800

Observation 33323033-0639-4ad5-ab2c-eabe42a292c2 · outbound

This paper cites Impact of aggregate characteristics on frictional performance of asphalt-based high friction surface treatments.CivilEng, 6(1):4, 2025.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Impact of aggregate characteristics on frictional performance of asphalt-based high friction surface treatments.CivilEng, 6(1):4, 2025

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.776899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.273335Z digest=sha256:a741c5101f4820e3d34b00cdafcc525233ba4be17834903a3e4c4ba273938c94

Observation 591ab0e5-86ac-4f91-9800-8e2e982e0481 · outbound

This paper cites Effect of coarse aggregate characteristics on skid resistance deterioration of the ultrathin wearing course.Journal of Materials in Civil Engineering, 33(4):04021051, 2021.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Effect of coarse aggregate characteristics on skid resistance deterioration of the ultrathin wearing course.Journal of Materials in Civil Engineering, 33(4):04021051, 2021

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.767200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.277482Z digest=sha256:1fd2571bbcd7b989dfa0460254dd90c584d3ee2c7d460d026bbd519d7f195231

Observation e68f94b7-a6a8-40e0-bbec-ea32e00b50ca · outbound

This paper cites Evaluation the effect of asphalt film thickness on stripping resistance.International Journal of Applied Engineering Research, 14(2):560–570, 2019.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Evaluation the effect of asphalt film thickness on stripping resistance.International Journal of Applied Engineering Research, 14(2):560–570, 2019

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.757138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.280972Z digest=sha256:a26d0cab3100a63f38f3455c11161ef8a2571db4048e04630434287234dc0211

Observation 75bd1b3f-2565-42cc-8184-8c1f008c0d04 · outbound

This paper cites Pavement surface macrotexture analysis.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Pavement surface macrotexture analysis

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.747473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.284164Z digest=sha256:1928737b8dbcb017a3880abc0276f6fe758cbf9e6a2d4eb717081f5e7f373835

Observation d83ef381-5d93-4ae1-9ae2-693ecb70e41b · outbound

This paper cites Skid resistance performance against temperature change of hot-mix recycled asphalt pavement with added crumb rubber.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Skid resistance performance against temperature change of hot-mix recycled asphalt pavement with added crumb rubber

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.736373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.288521Z digest=sha256:e5225a4fed513e4b0713e3baa4b6da813e5fd13ace3f7bf7cb46d6cf4b39521d

Observation 65f4c6bc-009a-4d5a-aeb9-e4d927ff1aa3 · outbound

This paper cites Analytical evaluation of impact of groove deterioration on runway frictional performance.Transportation Research Procedia, 48:3814–3823, 2020.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Analytical evaluation of impact of groove deterioration on runway frictional performance.Transportation Research Procedia, 48:3814–3823, 2020

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.726798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.292712Z digest=sha256:c1b13ac0bfb7018fc5abeb5b48a66436257928509a8a1f692ceb6948b3780e9c

Observation e4fdf6b3-d4eb-47a6-861e-da3fc4df9b24 · outbound

This paper cites Wet-pavement friction of pavement-marking materials.Trans- portation research record, 777:58–62, 1980.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Wet-pavement friction of pavement-marking materials.Trans- portation research record, 777:58–62, 1980

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.717354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.295939Z digest=sha256:d33b8fd6b33f0a2dae7575e5e9e656131f6fcc48701a62dc38c20375686d6a3b

Observation 76930f06-9f62-433d-8690-5ef7ec31669c · outbound

This paper cites A review of long-term skid resistance of asphalt pavement.Applied Sciences, 15(4):1895, 2025.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration A review of long-term skid resistance of asphalt pavement.Applied Sciences, 15(4):1895, 2025

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.708227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.299845Z digest=sha256:45bed44ee4260df30864f594541750b5eadd8462b40dc51dac50e86376c8dd09

Observation 9d989d28-64f9-4a33-a94c-70c03afc9888 · outbound

This paper cites A state-of-the-art review of measurement and modelling of skid resistance: The perspective of developing nation.Case Studies in Construction Materials, 18:e02126, 2023.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration A state-of-the-art review of measurement and modelling of skid resistance: The perspective of developing nation.Case Studies in Construction Materials, 18:e02126, 2023

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.698450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.303267Z digest=sha256:830cf0b463dbda525d09c15402b09ebfa3d58bb58c5c2b5c968f1826f424990b

Observation e5ed0652-c3ba-43b7-adae-a0fd5a4f9b3b · outbound

This paper cites Bayesian analysis of heterogeneity in modeling of pavement fatigue cracking.Journal of Computing in Civil Engineering, 26(1): 37–43, 2012.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Bayesian analysis of heterogeneity in modeling of pavement fatigue cracking.Journal of Computing in Civil Engineering, 26(1): 37–43, 2012

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.688791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.306635Z digest=sha256:ca1d5e576f6422a97cd790cce64cc6a728a5920b2af59b655845a4eb9300da8d

Observation 98af9109-c778-42a5-8c12-8c8f0767a65d · outbound

This paper cites Development of a pavement rutting model from experimental data.Journal of transportation engineering, 126(4):291–299, 2000.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Development of a pavement rutting model from experimental data.Journal of transportation engineering, 126(4):291–299, 2000

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.679040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.309669Z digest=sha256:3d22591544f7ada4f1bd3577b42c5882a6922c38f896adb6a159cca3d8e1d817

Observation 901d6b14-aed7-48a0-97f0-14cf02c1630f · outbound

This paper cites Performance modeling of infrastructure condition data with maintenance intervention.Transportation research record, 2225(1):109–116, 2011.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Performance modeling of infrastructure condition data with maintenance intervention.Transportation research record, 2225(1):109–116, 2011

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.669499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.313031Z digest=sha256:071dc0cf33a7565173c6b891e9789280119934a969f9019ea0d07ddc49115e9d

Observation 6456cd8b-5e8d-40fc-ad8f-97807a24b1fd · outbound

This paper cites A nested modelling approach to infrastructure performance characterisation.International Journal of Pavement Engineering, 19(2):174–180, 2018.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration A nested modelling approach to infrastructure performance characterisation.International Journal of Pavement Engineering, 19(2):174–180, 2018

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.659602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.316720Z digest=sha256:ac2c9b183c199544833aa79863327b828e46510976936317cf89b61f548bbfe2

Observation e16d28ce-be07-48a9-ad1f-118f0bb0efa6 · outbound

This paper cites Bayesian detection of unrecorded maintenance and rehabilitation treatments in pavement management.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Bayesian detection of unrecorded maintenance and rehabilitation treatments in pavement management

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.649776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.319840Z digest=sha256:db21e384e37960e50ead54074dedd98c5ba67ba28bbfce3f65bfc84b6e103eb0

Observation 01e989e0-d664-402d-bbfc-c99693b09644 · outbound

This paper cites Evaluate pavement skid resistance performance based on bayesian-lightgbm using 3d surface macrotexture data.Materials, 15 (15):5275, 2022.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Evaluate pavement skid resistance performance based on bayesian-lightgbm using 3d surface macrotexture data.Materials, 15 (15):5275, 2022

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.639423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.323662Z digest=sha256:82874281951e2b3d7ecf1385e818319b37ce06a4b335cc9b18470616981088bc

Observation 094a08a0-8fb4-44cb-96fb-a073168c3304 · outbound

This paper cites Determination and prediction of pavement skid resistance–connecting research and practice.Journal of Road Engineering, 1:43–62, 2021.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Determination and prediction of pavement skid resistance–connecting research and practice.Journal of Road Engineering, 1:43–62, 2021

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.629701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.326800Z digest=sha256:49c4124e74810222acbbf3d720e87b88058c74c51400a4bc6dbce6bb2e729de8

Observation cb7a7165-91ef-445f-aa6f-fa1eadae6fde · outbound

This paper cites Promoting the pavement skid resistance estimation by extracting tire-contacted texture based on 3d surface data.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Promoting the pavement skid resistance estimation by extracting tire-contacted texture based on 3d surface data

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.620268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.330443Z digest=sha256:3dfcb3062e11cf68cdee9477462e73b9802ddb3b04caaafb2141b7274098519d

Observation 00494c2f-d5c5-4dfd-9460-8b2822942bfe · outbound

This paper cites Establishment and analysis of the relationship model between macro-texture and skid resistance performance of asphalt pavement.Coatings, 12(10):1464, 2022.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Establishment and analysis of the relationship model between macro-texture and skid resistance performance of asphalt pavement.Coatings, 12(10):1464, 2022

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.610298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.334353Z digest=sha256:b22bc751891263cbb6058999e9149e5f639f5790205ddf07563873c3c99e323e

Observation 12fe434f-ddeb-43de-8527-5e58a43f78e3 · outbound

This paper cites Application of machine learning models to the analysis of skid resistance data.Lubricants, 11(8):328, 2023.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Application of machine learning models to the analysis of skid resistance data.Lubricants, 11(8):328, 2023

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.600511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.338552Z digest=sha256:a5cd99374776df9f346abc5f84a0ac0c3d85c245e01e6232e0d405beff597718

Observation 78ca767b-0215-4e00-851a-771727688e61 · outbound

This paper cites Evaluating pavement deterioration rates due to flooding events using explainable ai.Buildings, 15(9):1452, 2025.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Evaluating pavement deterioration rates due to flooding events using explainable ai.Buildings, 15(9):1452, 2025

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.591016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.342013Z digest=sha256:f2abc17f323cfb70f6846b84816d47150c6299d527477c4b42b1bd52947302b6

Observation b0462f61-f4d2-44fe-948c-317320748228 · outbound

This paper cites Considering the spatial structure of the road network in pavement deterioration modeling.Transportation Research Record, 2678(5):153–161, 2024.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Considering the spatial structure of the road network in pavement deterioration modeling.Transportation Research Record, 2678(5):153–161, 2024

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.580282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.345229Z digest=sha256:2253d8c0153394b749b2326cc3c008582fd90007fca78df95d9cadbf0837a8f0

Observation 28f9ebd2-fc93-4ff9-9579-f842b0dbf6d1 · outbound

This paper cites Pavement missing condition data imputation through collective learning- based graph neural networks.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Pavement missing condition data imputation through collective learning- based graph neural networks

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.569546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.349137Z digest=sha256:1b22db8d74b11ff06dba672ce95fe9d9e8b486106edf0ba125325f4133ed699e

Observation dcecbf55-3a30-4b12-acf1-9d5c8dc27fa6 · outbound

This paper cites Detection of pavement maintenance treatments using deep-learning network.Transportation Research Record, 2675(9):1434–1443, 2021.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Detection of pavement maintenance treatments using deep-learning network.Transportation Research Record, 2675(9):1434–1443, 2021

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.559388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.352363Z digest=sha256:28e7389f4e6aad09836200997be0b8adbfc4a2050dae8933bdaf17275d9e8dc9

Observation da96e895-eb99-48b2-b79f-bafe9675f46a · outbound

This paper cites Use of machine learning to predict long-term skid resistant of concrete pavement.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Use of machine learning to predict long-term skid resistant of concrete pavement

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.548456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.356454Z digest=sha256:d9c14e78b0363f8159d681f41c900f30e4117ba2f80e3157b11d377ffbda3b81

Observation b3344ed6-fbf3-4f3a-8a87-3ca37daea92f · outbound

This paper cites An interpretable method for asphalt pavement skid resistance performance evaluation under sand-accumulated conditions based on multi-scale fractals.Sensors, 25(10):2986, 2025.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration An interpretable method for asphalt pavement skid resistance performance evaluation under sand-accumulated conditions based on multi-scale fractals.Sensors, 25(10):2986, 2025

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.537909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.360623Z digest=sha256:4aa8049c3d3432946d5773989e56eeb16791ba7986886e22a161b551c174027d

Observation 83574afd-7e80-4e74-89fd-1050d6eb6bc8 · outbound

This paper cites an unresolved cited work.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:45:14.527636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.364490Z digest=sha256:e95a09e48891fba5bfbadf60300c9475667879b9753e94cacf6bd8d5fd6305b7

Observation 04623c59-6449-49f6-9012-8c20dc4b3ba1 · outbound

This paper cites an unresolved cited work.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:45:14.518245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.368836Z digest=sha256:481febefdde9ac98af33211947aa4742dc0471af9317c2b8a57b301054e118da

Observation 39aaf7b2-c07e-47b2-9618-8b395ed22e83 · outbound

This paper cites Integrated fft and xgboost framework to predict pavement skid resistance using automatic 3d texture measurement.Measurement, 188:110638, 2022.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Integrated fft and xgboost framework to predict pavement skid resistance using automatic 3d texture measurement.Measurement, 188:110638, 2022

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.509176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.372490Z digest=sha256:2378bea4899bd1eb6cbc2d344c3d3cb52ae8faf8491b522a61ead34a35cd1ef2

Observation 097fa015-38b4-4cbf-9394-65f8c91a1370 · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Attention is all you need.Advances in neural information processing systems, 30, 2017

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-06T20:45:14.376051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:45:14.376051Z digest=sha256:9cacb37dbf3a825039fd23ea52ff672bc6559e0106705d37bf2212abef6f233e

Observation 7199979c-5ca3-41aa-b1ec-a342311f06b7 · outbound

This paper cites Transformers in Time Series: A Survey.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Transformers in Time Series: A Survey

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T20:45:14.379773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:45:14.379773Z digest=sha256:3dcd8f90ed183c6589af2830a2fee22d675a95d816b285e4846915cca347c410

Observation bcf25710-db05-4d56-9c8b-fbda86c4698f · outbound

This paper cites A transformer-based framework for multivariate time series representation learning.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration A transformer-based framework for multivariate time series representation learning

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.492980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.383417Z digest=sha256:8502e7ea876ac3d02866e4ad100abe6c50897a4595a63f0f8db8f101f1be33a0

Observation d3533e27-4c30-4f3b-a89a-6fca2ca5b13f · outbound

This paper cites Enhancing the locality and breaking the memory bottleneck of transformer on time series forecasting.Advances in neural information processing systems, 32, 2019.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Enhancing the locality and breaking the memory bottleneck of transformer on time series forecasting.Advances in neural information processing systems, 32, 2019

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T20:45:14.387348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:45:14.387348Z digest=sha256:3df7a6bf53d0bce809073de74fe24d83161cb3ae81f3b6cc08a05775948c3e8a

Observation 1f0e9ccc-f0c5-4340-b873-781c8df78cf2 · outbound

This paper cites A time series transformer based method for the rotating machinery fault diagnosis.Neurocomputing, 494:379–395, 2022.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration A time series transformer based method for the rotating machinery fault diagnosis.Neurocomputing, 494:379–395, 2022

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.476431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.390654Z digest=sha256:8b88cbdcbe2ce769884d631a5739fbb158c72b80c57285f828fa4f030c96c889

Observation 72d522a8-90fc-4d45-b45e-e83112c09ad0 · outbound

This paper cites Deep residual learning for image recognition.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Deep residual learning for image recognition

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T20:45:14.393517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:45:14.393517Z digest=sha256:69e5339c19876d9f52e299c3cc74828684fd719f197bb368eca54c5cfbdac365

Observation dcb9c577-2a0c-4a02-abe6-95a9c129679a · outbound

This paper cites Layer Normalization.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration Layer Normalization

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-06T20:45:14.396891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:45:14.396891Z digest=sha256:f9176de8183cac6b31e45ad20c266a4a5ffc044da9b144e11933e4642c4c06a8

Observation 0a585569-2646-4c24-81f4-7c46443dc5a0 · outbound

This paper cites MIT press Cambridge, 2016.

Time Series Transformer-Based Modeling of Pavement Skid and Texture Deterioration MIT press Cambridge, 2016

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:45:14.460705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:45:14.400494Z digest=sha256:28ace83641414138bc3ab8b56936881ca7f3b93f6fd54c3f59d2032d77e00bb9

Pith citing papers

No inbound Pith citation observations are available.