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Paper Citation Record · LEDGER

FairTP: A Prolonged Fairness Framework for Traffic Prediction

As of 12 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2412.16214.

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

pith.paper-citation-record.v1
2412.16214 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:13:10.947510Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

39 of 39 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved36
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5b555857-24a0-4246-be5b-2126089afed7 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.803732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.803732Z digest=sha256:ba178590cbd24d8b2ccf6b255e8814f54a0e878e0d773784207844fce5f6ad35

Observation f57fd107-54cd-4566-9920-d0425168d17c · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.438173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.808800Z digest=sha256:398551c32923c4f134801cf39d7929de6517710140ec9afb65bb14f491d92993

Observation ba09d729-3925-4263-a5ec-402f9523eec1 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.813049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.813049Z digest=sha256:a3f018b3bb006341cf35f1763c2a0721d18a9d523f3e91b65367d2f2dd575ece

Observation 19ba8345-3610-4053-916e-9c95ff36a739 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.412142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.817200Z digest=sha256:b0f43a8548ad291b25c16a6900fe5c5c68901b468630128fe580e301877a0301

Observation dd933dec-74d3-45ac-855a-af69c6836c20 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.399131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.821698Z digest=sha256:5eee0c058a76fa51bf1844a34938b947a2ef207108cc576789e40cc84985b0ed

Observation 5a64e434-f924-44b6-8066-8563be14b434 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.386914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.825387Z digest=sha256:d848379008f6158539747141cf410f13f26d61f4c2bdda349bdcd3a215cc2eb8

Observation 01d3bb53-fbe0-444b-980b-dedc2dd2a1b6 · outbound

This paper cites Y.; and Chen, H.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Y.; and Chen, H

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:13:11.371574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.829468Z digest=sha256:30d7fdcbf15e04924984e6f382478ad586a2711065e033109d2ef95b1d8d5d0d

Observation a5275e2f-9be0-4178-92c6-4585d64be2f6 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.359665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.833669Z digest=sha256:3b91cf95dd2af6846048ed69b503c1e287126e476fedd1c3294eaa9387b3a5d1

Observation ebc0ca25-cebb-4a3e-97c4-7d3c6d475bd6 · outbound

This paper cites T.; Saleiro, P.; and Jesus, S.

FairTP: A Prolonged Fairness Framework for Traffic Prediction T.; Saleiro, P.; and Jesus, S

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:13:11.347601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.836857Z digest=sha256:3e13ec051f12f24e71d275cd79d02b10d8d03fbb6f61cc9d0218bda7a1edd139

Observation d557fb54-a4d5-4986-91b3-80d927dee2d5 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.840252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.840252Z digest=sha256:61f296ff277c20bfb723e4cf466f0ee18917ec1d9617d153841c537c436514c6

Observation 63fc9a41-d375-4a37-ab16-5e79f492eb55 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.324797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.843598Z digest=sha256:257508f1227aa6e1dc0cd576c775c32cd0d74bc989ccf1ab147b03d261b455e4

Observation 273d5097-7d8c-440f-8a6a-0a05c23e93c9 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.310568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.846621Z digest=sha256:73ff56d09ca3f34420e1a1d9d1c412f42ccfd1b429d09c1a585560badaec9938

Observation 0e8d0495-9ec5-4adc-a6d5-14999d6f8e36 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.290773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.850206Z digest=sha256:c8057c8de194cef6fd91601cdbd821e22f3dec98c01e48f2fcb8d8a97bba23bd

Observation 70c5744d-fa65-46cb-86cd-b87f30a966ac · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.275650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.853870Z digest=sha256:d80886278dc82f96be6f8fa4e57635403d730e5fc5b972912580ea6b3736894f

Observation 2707109b-1a89-410b-bac2-165845c0ef17 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.264134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.856862Z digest=sha256:3c18f69ac79d813ffa9274316291c4ed62a11a2edcef9433b1b5abcab2c9baa5

Observation b99e8a4d-9e15-4918-95e5-1d894469cc6d · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.250673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.860325Z digest=sha256:f474f4752660d0fa1a94cb78e5475d501f32a9965e26d52b8976d6b24246a8b0

Observation 3e319ca8-218c-4bc4-9724-195b479074ad · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.238074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.863923Z digest=sha256:329c38ed3572d8002c0b118252bd16380274d7a4ac3dea9d8f4351818cd7cc85

Observation f4a8694a-853d-478d-86b9-bf9432bd42bc · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.868199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.868199Z digest=sha256:b77d2dc3f6717d3ce712898c89dca84d84bf5d7b9a62837138ddfbc71a502d86

Observation adf6b58b-4ace-46c6-aa34-4c5270c0c0d6 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.871758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.871758Z digest=sha256:071571e2e921ca63993d879389f49eae1e57692d822bf50d2a2c55fc5234deb7

Observation 6bea794c-a24c-4504-aecf-e00ddb8662a1 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.208248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.875327Z digest=sha256:37b3b38bde36522e4c37ffe3743a7c21c84d8b1426f200de3d9a230ff6f49ead

Observation a78840d2-1f70-4710-aec9-4444725ab1b6 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.196717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.879268Z digest=sha256:11ef2c90b0fa4828294fbd4d7c47d928a2b64e48ea5a47813801a091d2cb346a

Observation fcad1a80-d095-4a4d-8756-d440f6bfb13f · outbound

This paper cites Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.883074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.883074Z digest=sha256:8735c22868639e4677fd02d4da4fda6a56e7e8edd823d87ce50753cc49bca46a

Observation 1543c72f-2b18-4501-9084-560a99d1ecb0 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.182637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.887324Z digest=sha256:42706a33f8e263a10d194b8746265482bae19bf2b7b56aa857c6a48d2e73a362

Observation 830972f3-1460-4056-9704-86ff34ae446d · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.171834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.891210Z digest=sha256:399c8fb92385db75816935168bbf4ce232e5c421e06b937393eebaf7fa80c256

Observation d080f57f-b015-46b3-9835-15cccd00d64d · outbound

This paper cites A.; Bao, Z.; Zheng, B.; Choudhury, F.

FairTP: A Prolonged Fairness Framework for Traffic Prediction A.; Bao, Z.; Zheng, B.; Choudhury, F

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:13:11.161798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.895385Z digest=sha256:d880164d244327325b40725feeb25188a8f1e1b73d559527c036034e9dfbf64e

Observation 08d49380-06bb-444e-8024-d1c52104b6f9 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.151456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.898670Z digest=sha256:dc34a8422405ea872402b5aa27ba5f1862e54c8682895d23556c61a20914442e

Observation ba69133f-1a43-4c91-9624-1f499d106e41 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.141307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.901355Z digest=sha256:6c5819a77b187165c8d01dbee79eee2faacced1f6925907d2fef774eab603131

Observation 0e2101c9-6ca9-4eec-84f0-a284af45a6ac · outbound

This paper cites Graph WaveNet for Deep Spatial-Temporal Graph Modeling.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Graph WaveNet for Deep Spatial-Temporal Graph Modeling

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.904767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.904767Z digest=sha256:8fe34d6d94a6a1a2254410a5e371d9b1fc5c60460295b9ce073da55c6039e7d3

Observation 09718a0f-1b95-4364-82f2-56694d46e335 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.130047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.908526Z digest=sha256:e688030475d1ad678c7e3abc61ad198475635079ff47ad6d11929210257c1264

Observation 5e06c2e4-5d68-4053-894b-030ef38fa578 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.117856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.911759Z digest=sha256:861f83bf951533c1dedc9e57c636b2b0d69647f6600b40b99ac2e2769a821e33

Observation d2586b20-9a31-4977-8b05-bb725e0ed07f · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.104972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.914909Z digest=sha256:551bf08b9dfb45924d0bf78cd14af2560baddc2238d8d87071aeff5fa1e5c2d8

Observation 4670462b-9900-4052-b5bd-66fb665bf9ea · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.091871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.918706Z digest=sha256:08774505df51e6e4234c21c0de1f074a2ee1974f92ed63df7323e4129ad901e5

Observation 83d2554e-dbac-4193-b60f-7add4a2bd65d · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.081390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.923746Z digest=sha256:94e31d73a2c257669e767996141d8285f2c97c4f61abed576ce673b1276d6163

Observation 7153ff49-396e-477e-8457-3c6a348d79c1 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.067037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.928444Z digest=sha256:9a67c56a8dd20a937605bb5dc9857c1fc206508255d6c39cb4c4a8d9e98ec8cf

Observation 26a59eb5-ad58-45d1-99aa-78904e442f58 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.054288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.932394Z digest=sha256:fdb2f266c0fe63171c9d9114363a6256fb5f0e20a90ec46d6c77c90e6b75afca

Observation 540b90cc-9f3a-4d49-bb65-abe35f428322 · outbound

This paper cites Fairness-enhancing deep learning for ride-hailing demand prediction.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Fairness-enhancing deep learning for ride-hailing demand prediction

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.936077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.936077Z digest=sha256:f7a39bcac7f08f18fce1fc0363832e50c31634bb59818fd66ee3a42ed00f3e10

Observation 5ae55cfc-4bd8-4306-b4e4-a3049ba459a2 · outbound

This paper cites an unresolved cited work.

FairTP: A Prolonged Fairness Framework for Traffic Prediction Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:13:11.042423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-11T13:13:10.940004Z digest=sha256:42c4ffd7faac807780919360710ecb3bae67efbc4269566dab7f026bb043eb9e

Observation 2676a070-bf47-4cfe-89d2-ff51ae0793d9 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

FairTP: A Prolonged Fairness Framework for Traffic Prediction , " * write output.state after.block = add.period write newline

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T13:13:10.943437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:13:10.943437Z digest=sha256:6c165c63b8405899eae7fd5520e0a58090c62767607c67ef22c34dc82013d099

Observation b41f91ed-3ea0-40f5-a3ca-9a5f316890b2 · outbound

This paper cites write newline.

FairTP: A Prolonged Fairness Framework for Traffic Prediction write newline

Reference 39

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source=arxiv_source observed=2026-08-11T13:13:10.947510Z digest=sha256:36eb256ddff094eda44291bbcd7e409c7f62e1ed1b9b282d3b36d4dca96f719d

Pith citing papers

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