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Paper Citation Record · LEDGER

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety

As of 9 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2607.24168.

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

pith.paper-citation-record.v1
2607.24168 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T22:11:29.266411Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

69 of 69 outbound references displayed

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  • unresolved69
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  • malformed identifier0
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External citation measurements

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Outbound references

Observation d06c057d-56bc-4646-b7d4-961a59afffd7 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 1

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Observation 449767e5-fa61-4808-b549-b4486ed90bb5 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 2

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source=pdf_text observed=2026-07-31T22:11:21.064697Z digest=sha256:4f7b4b80373435a76b4df65aa5958140541c87a032b7472a0feee4810cd0b168

Observation 220a600f-be11-43e3-9d5c-94dc85a89f87 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 3

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source=pdf_text observed=2026-07-31T22:11:21.119842Z digest=sha256:84aec5ad192b6904c4fcd260fb14519b5782fe7f67e35c96f296cde2c7787ac6

Observation 7f85835a-da87-4251-83af-d934b1dbe24a · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 4

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source=pdf_text observed=2026-07-31T22:11:21.225606Z digest=sha256:38260eafc78926490e8d8449ce7d8c2a38b722947c05a91fc734fdede4b992a6

Observation 25555047-d19a-4cbf-9edc-34bd87519600 · outbound

This paper cites Elvik, A.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Elvik, A

Reference 5

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source=pdf_text observed=2026-07-31T22:11:21.287206Z digest=sha256:94f2fd135a2e1f0b87c559e0d203050651b54fd9350b7063dcde03fa55eca9e4

Observation 24be95e5-9e69-44fa-87d4-3918e5aa81ca · outbound

This paper cites Tingvall, N.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Tingvall, N

Reference 6

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Observation d71961fc-a30a-4fa7-bb1a-fe9ff27df226 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 7

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source=pdf_text observed=2026-07-31T22:11:21.512798Z digest=sha256:c52508fc89d3eedda0ed0632ad563c0a1b782c4aba33d703fe35f86c08799d08

Observation 95340510-caa5-4124-9ed5-f7dca5c364ee · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 8

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source=pdf_text observed=2026-07-31T22:11:21.608620Z digest=sha256:d168fa075cf441435a9536562a688f1a2e94e57e9a1f092a9820e22dc4b92a07

Observation 6ae16cbc-d91b-4d12-a1d9-2e22cf0fddf1 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 9

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Observation 187baaae-44f2-4cf0-af87-099a29995056 · outbound

This paper cites Getis, J.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Getis, J

Reference 10

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source=pdf_text observed=2026-07-31T22:11:21.814421Z digest=sha256:b1ff4788874055783b9d63a52ffd4ba1f4d69e23d8fd53e7cac5083d0fbfb9aa

Observation a20a10c9-4c5f-4e6e-a975-f69025eafc31 · outbound

This paper cites Simulating the Unseen: Crash Prediction Must Learn from What Did Not Happen.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Simulating the Unseen: Crash Prediction Must Learn from What Did Not Happen

Reference 11

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Observation daf48da7-1f1d-442a-b7b4-1f43c22dbe3d · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 12

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Observation 481d4de9-a41a-4b17-88a4-86a166d04617 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 13

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Observation 24a4b3ce-f842-4f9b-9263-43b88011511c · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 14

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source=pdf_text observed=2026-07-31T22:11:22.177579Z digest=sha256:447054eba1d685e9564ac032eab5285e47c0626d4ceee3eb9fb95f78939d5a47

Observation 37c360c9-1ee2-4822-89ad-bb21d973b1de · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 15

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source=pdf_text observed=2026-07-31T22:11:22.319915Z digest=sha256:4bd5dee0f316da5ff5d020aa7cb424ebe71cbe7286f8a1168d7aae57cbd0a535

Observation 6cc144f0-4514-4f6d-b1ab-b93f2154a639 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 16

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Observation e51a7855-8a43-4a41-8000-ecdcf18d0c5a · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 17

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source=pdf_text observed=2026-07-31T22:11:22.646095Z digest=sha256:a70d9ca03d08b8516735244ff7e244a5af5a9d9e8171837373769429f1e9c583

Observation 837465fd-61fa-4d09-99c4-0bad78625e2f · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 18

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source=pdf_text observed=2026-07-31T22:11:22.788961Z digest=sha256:84efd0913a42a93600ce7bf046c207d3d4c0290bd89a87b58d0dd9beff209c78

Observation 40a3f149-99fe-4052-a5c1-415882ae44b8 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 19

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Observation ada326f9-8e05-4e40-ba9b-fcf8283fa543 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 20

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source=pdf_text observed=2026-07-31T22:11:22.968820Z digest=sha256:7cd723633cbe41292c5d6aee702a161d80d62a36f7c2cadf542c009ba51cacfd

Observation 1aeb4491-7f65-40f7-b861-67d859f1316b · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 21

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source=pdf_text observed=2026-07-31T22:11:23.003975Z digest=sha256:ac39cd53c15290689a8f4aae4449197382f1990d8365b367f66d651ff4616992

Observation bbfa174b-8bfe-49df-988d-d0b16bc5f6ce · outbound

This paper cites Weisburd, Place Based Policing, Ideas in American Policing, Police Foundation, Washington, DC, 2008.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Weisburd, Place Based Policing, Ideas in American Policing, Police Foundation, Washington, DC, 2008

Reference 22

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Observation 501b9cd8-37a1-45f4-8812-2474cdd5c9e0 · outbound

This paper cites Hardy, Data-Driven Policing: How Geographic Analysis Can Reduce Social Harm, Geography and Public Safety 2 (2010) 1–2.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Hardy, Data-Driven Policing: How Geographic Analysis Can Reduce Social Harm, Geography and Public Safety 2 (2010) 1–2

Reference 23

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source=pdf_text observed=2026-07-31T22:11:23.286612Z digest=sha256:7f57a5c008265278886449b165f1aa42de5f6443f6d5793c59a4c599539c7186

Observation 432d11e5-b588-431d-ad01-e813fc30de39 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 24

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Observation c2bc3ee6-1c64-4bf3-92d7-693d56068e18 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 25

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Observation 9ed6d356-d403-49fb-97c0-c0f7a0b767c0 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 26

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Observation b8daea17-7839-4237-b7f8-f29f44774363 · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 27

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Observation 095032bb-e381-4578-be38-1a423a75ca0d · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 28

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Observation 7b6f4559-195c-42ac-a2d2-8b551189cf76 · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 29

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Observation 54c29dc1-dbc8-4e20-a03d-f080c19783f3 · outbound

This paper cites Department of Transportation, 2014.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Department of Transportation, 2014

Reference 30

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Observation ffc2bdad-7cc5-4208-9dac-68c9683c783e · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 31

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source=pdf_text observed=2026-07-31T22:11:24.312195Z digest=sha256:b8ac3b8a5df5f2e241d95f62c5e40aad26912a536538afe03ec0cc2abf54a60d

Observation 48399fa1-3106-458d-a00f-e899fb6ea761 · outbound

This paper cites Kaygisiz, Ş.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Kaygisiz, Ş

Reference 32

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Observation 5d69ed74-b2d2-4f63-817b-502bd02baf8e · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 33

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Observation 8875e056-59b6-4072-b801-4c25512ec15b · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 34

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Observation e25aa6da-8e72-48ff-81b7-a4a60eff3598 · outbound

This paper cites wi.gov, 2020.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety wi.gov, 2020

Reference 35

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Observation 6c0fba0b-a89f-4568-ad39-7dc64cd80e41 · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 36

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source=pdf_text observed=2026-07-31T22:11:25.125248Z digest=sha256:55595c4345bc551c3507c1873062ecfe195a0f79539a517ece49272df42e2fe8

Observation e6a4e465-1d9e-4432-a26f-7c08896d64c2 · outbound

This paper cites Williams, Effect of high-visibility enforcement on motor vehicle crashes,https://nij.ojp.gov/topics/articles/ effect-high-visibility-enforcement-motor-vehicle-crashes, 2020.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Williams, Effect of high-visibility enforcement on motor vehicle crashes,https://nij.ojp.gov/topics/articles/ effect-high-visibility-enforcement-motor-vehicle-crashes, 2020

Reference 37

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Observation 446f6a66-41e9-4d13-bb7b-6039381905c1 · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 38

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Observation f24ac5c4-b7fe-42e6-b7fb-dad4b788e518 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 39

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Observation 2eda1a53-94e8-472a-8216-e470569496af · outbound

This paper cites Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting

Reference 40

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Observation c0621b97-9349-4c7d-9533-429ccab41025 · outbound

This paper cites Vaswani, N.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Vaswani, N

Reference 41

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Observation 94cbc3a4-e782-4f40-b021-5bda38e06553 · outbound

This paper cites Learning Higher-Order Structure from Incomplete Spatiotemporal Data: Multi-Scale Hypergraph Laplacians with Neural Refinement.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Learning Higher-Order Structure from Incomplete Spatiotemporal Data: Multi-Scale Hypergraph Laplacians with Neural Refinement

Reference 42

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Observation 306c7d0c-2bd1-419e-aa31-db4e6b94ee95 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 43

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Observation e396b721-1ac5-40ca-95b2-01a2e7b854e9 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 44

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Observation b0b394c6-d933-4dd6-9b3c-f28a8b8334ef · outbound

This paper cites Hossain, Y.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Hossain, Y

Reference 45

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Observation ad5f9007-708b-4d90-b4d4-acea62461905 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 46

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source=pdf_text observed=2026-07-31T22:11:26.410054Z digest=sha256:80076d319c6d0942bea480dae595b41150fea31309da26eef3185fdc061b6e46

Observation 5181eaaa-3ed6-482b-b8cd-9f272c31136c · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 47

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Observation 49c39f6f-b199-4477-a622-93cc404db0a3 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 48

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source=pdf_text observed=2026-07-31T22:11:26.775438Z digest=sha256:426e266d281484c2be1b9dc0acdd319c87fe3fb2b47f6c1c8a86d9ee86bed5ab

Observation 02e7a1f6-c86d-4886-8f7d-c588d76bc485 · outbound

This paper cites AI2-Active Safety: AI-enabled Interaction-aware Active Safety Analysis with Vehicle Dynamics.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety AI2-Active Safety: AI-enabled Interaction-aware Active Safety Analysis with Vehicle Dynamics

Reference 49

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Observation 3c4f8590-d352-4449-b0db-5d731a768f04 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 50

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Observation 86f82586-b136-426b-aaad-e9b3fe796d50 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 51

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Observation 36beefc3-e76a-4313-8262-80af791761a6 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 52

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Observation 594aa339-79e2-45b4-b148-43e4d57250b0 · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 53

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Observation 1dc9d63a-ea96-4bee-8e00-c84472a12a74 · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 54

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Observation 34e3a000-b8bd-4dd7-8801-c9ebd2f03c47 · outbound

This paper cites Tamakloe, M.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Tamakloe, M

Reference 55

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Observation 81ce51fd-214e-4b50-b7f3-02ecca731df2 · outbound

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Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 56

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Observation d7739d37-7ade-42bf-8e79-3bdb5f04bc93 · outbound

This paper cites Al Hamami, T.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Al Hamami, T

Reference 57

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Observation 1ddd52c1-3dee-45c7-8c8b-81de184eccd2 · outbound

This paper cites Mesic, J.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Mesic, J

Reference 58

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Observation b459b30a-f183-49d9-8c8b-953aebac7bba · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 59

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Observation b3bd9b2d-ead3-48dc-916f-7cc13cb5272d · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 60

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Observation 549df509-d625-4f46-a155-839b23537e85 · outbound

This paper cites Schubert, J.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Schubert, J

Reference 61

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Observation 85e8447c-7ef0-4e89-9c60-dbca9ecd88bd · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 62

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Observation 00cecdb6-9376-4196-8915-abadf3756435 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 63

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source=pdf_text observed=2026-07-31T22:11:28.410699Z digest=sha256:6655188748a1cb193f981eb44b9f77ca30d959c35adbce2d4f989fd27e3db9a1

Observation 8c14435d-fc52-48b1-ae46-d9e8c5bd52da · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 64

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source=pdf_text observed=2026-07-31T22:11:28.512186Z digest=sha256:18891136539acf638467b78b107b28f6d9940285a0b49e757a64020e96ab13f3

Observation 672730fa-56bc-4f0f-b5a1-d27942223e49 · outbound

This paper cites An Agentic Workflow for Detecting Personally Identifiable Information in Crash Narratives.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety An Agentic Workflow for Detecting Personally Identifiable Information in Crash Narratives

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Observation fe5b3257-b7d6-49a3-a9e8-d9567fb59b6e · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 66

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source=pdf_text observed=2026-07-31T22:11:28.847945Z digest=sha256:7475b306595c8bd84b21eed835345cb3ec1097e3dbbb93f47cb18315fc1d9945

Observation 6ea6f41f-6d03-4bb1-a691-855c019049d6 · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 67

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Observation 7278d2ee-092c-4f7a-a46e-8649f2e209be · outbound

This paper cites an unresolved cited work.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety Unresolved cited work

Reference 68

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source=pdf_text observed=2026-07-31T22:11:29.102312Z digest=sha256:5ad4b07b28c7f0f03906e5195eb615727545031b66a696c238391a92d4ac2d59

Observation 4f4916cd-04ab-4a6b-90ac-252f08dbc70d · outbound

This paper cites 19/372,938.

Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety 19/372,938

Reference 69

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source=pdf_text observed=2026-07-31T22:11:29.266411Z digest=sha256:501f629f1050bf5808a5b97e05eec1528194bc20374bc00dde72fd5c3695d180

Pith citing papers

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