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Paper Citation Record · LEDGER

RoadFed: A Multimodal Federated Learning System for Improving Road Safety

As of 10 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2502.09978.

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

pith.paper-citation-record.v1
2502.09978 v4

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:55:12.876182Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

66 of 66 outbound references displayed

  • verified exact1
  • verified fuzzy31
  • unresolved34
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 01e613e3-5d6a-4941-b00e-e796c1b13161 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.484370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.236316Z digest=sha256:7c259e1db7e04cf9832e3cb9ba951539c1f1ea8f0f087e95f6ee407a1241ab89

Observation 6303adef-2bfc-456a-9f60-91b99a7835b0 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.477360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.239859Z digest=sha256:30a507497c5141e16f6d98124e5766497aede06e283f994e50c6653fc4c7e650

Observation da00adb9-a8ad-4c2e-aa8e-faad33875c7c · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.469404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.243859Z digest=sha256:a7d097ed051b8bcc03213f36359c30e2c7acc5ec1aa1f0b02d442915471efe19

Observation 581c1e14-3e03-4f66-8826-c8187da135f3 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.462293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.247161Z digest=sha256:17ac779193984912b43db52cad2d233b2f48160092c337102b02f8fa8da2b556

Observation 3bc97302-d620-44fc-84ce-fabbd87d9f5f · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.453691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.250833Z digest=sha256:536d46113d4952784aa8c0bab760b1a159b6c910c303137b0cdd4e466985c63b

Observation d1295b9e-c92c-4bf5-b492-48d5baddc617 · outbound

This paper cites McMahan, E.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety McMahan, E

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T19:55:12.256798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:55:12.256798Z digest=sha256:80375e594a22bf8568dc981741f5132bef75aae03e329427afa08a466a249e3e

Observation f47feed7-2f02-4f65-b706-b1c71753f47c · outbound

This paper cites Zhang, H.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Zhang, H

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.443466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.284293Z digest=sha256:1646bf57e7db1605574d74ccd25473ba20fc1bce432f3f688684014ddf1b5d4d

Observation 825ac339-e8fd-49c8-b3b0-6eea1d535eec · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.438151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.310848Z digest=sha256:1803ab61fa102ca7af87654a2458c369ef2fb7de08c7b0cc991f5316703831c9

Observation dd70db46-d516-40e1-a35c-ea35b84c69c7 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.432768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.326675Z digest=sha256:b841dd494ba7f1c7dac53f4e8c8fcc5e1b6afb2faf5f0003200005778e44e4b2

Observation 7989391a-3224-47c1-974e-91fb556bcd16 · outbound

This paper cites Geiping, H.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Geiping, H

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.426827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.342128Z digest=sha256:67f2187196724fc777b6c530944dc4a52e9bd3f8a5181f37e766eed4e43877a0

Observation c7a2b27c-6c13-4dc4-b0b1-ecdadc728aca · outbound

This paper cites Dwork, A.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Dwork, A

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.420211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.356648Z digest=sha256:da4e9c2bff79d151a72a1db7c2d2242dd78fabe12ea69f9a1f75c819dbafcc8a

Observation a38980dd-08fe-4466-8614-d7c3a8b99120 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.413533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.386840Z digest=sha256:68840238e4263f259ccf63fc1abf2ae21f4117dead6f4572b3a25541e1ecbfed

Observation 91dfeaba-d31f-4e67-ac04-d155294cc410 · outbound

This paper cites Xiong, Z.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Xiong, Z

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.407020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.410050Z digest=sha256:c0d39b338822a35b64c9fcda9fd4d46e1eaa25c5d99ac05be55682bd17dcf9cf

Observation 30417bb6-53e1-4df8-836e-d9bb70f03831 · outbound

This paper cites Maeda, Y.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Maeda, Y

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.399265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.418266Z digest=sha256:84b9935dc26964c46f53c32180b7cede02e55b38b9b9d40a170c03c5e819bd85

Observation f2a88650-d76e-4f6d-b538-2a7b0e81e640 · outbound

This paper cites Moroto, K.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Moroto, K

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.392742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.439640Z digest=sha256:3353507a7997c5b0415e53443c1876c65d23c2aad226409d5108d3c5bdc0a0b9

Observation bf65b4d5-3db7-4f33-ad11-6f6cea04804a · outbound

This paper cites Orhan, P.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Orhan, P

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.385863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.460287Z digest=sha256:b7d097c750312b993452393f2a54fcf1b75d33d26d4cc2642a9294409ba9b2b6

Observation 401f9d47-1d2c-4ef2-84a0-c7d7391c1be1 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.377520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.466262Z digest=sha256:d62fd2b23ace0f4ca416851001bda16a89e732fef7107b1781c4fcbce4bcc120

Observation bb815dbc-b11b-4b70-9ee6-695cf06725b1 · outbound

This paper cites Kelly, X.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Kelly, X

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.369869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.488014Z digest=sha256:a8852a3cc796dedf37736dc2d4b64858edbdf1815722c80bc0120692926b0632

Observation b08325ff-9723-439f-8d12-7085d3972a34 · outbound

This paper cites Mouzannar, Y.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Mouzannar, Y

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.359388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.507663Z digest=sha256:41682ae785c97f129f8820ce0fdb7a79130d782ee5b1f509d3b36831f9372dcf

Observation 04cd92ce-9f69-4df8-b093-44ebeb98ee73 · outbound

This paper cites Abbariki, M.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Abbariki, M

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.350590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.513742Z digest=sha256:90b2c7b8d4d886f359dd95c3179c4bdc32f2e04132d652a992e83975fe5312f9

Observation 376fb9a4-69df-47f9-a72b-68bca7a0c647 · outbound

This paper cites Saeed, M.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Saeed, M

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.343801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.535278Z digest=sha256:48edfc834dc28bdc932dc2e1f8c6d2ad753db2dd47f7d13dd84545456a50b70f

Observation b3acf960-f71c-4116-8e30-68de8d9a8e8c · outbound

This paper cites Driver Assistance System Based on Multimodal Data Hazard Detection.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Driver Assistance System Based on Multimodal Data Hazard Detection

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-07T19:55:12.931735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.555589Z digest=sha256:cf2ff0429ed34e36e71a2262fb92fd96e7688712a7f767687bbbb92def39a970

Observation 1db994e9-b949-4f4b-adf9-85b591b72110 · outbound

This paper cites Abavisani, L.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Abavisani, L

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.338014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.571011Z digest=sha256:c0031dff1552f17c7661e6b2424d358d632d432a71528df8275422960c12f45e

Observation 10f673b3-7987-453d-b681-66dc15491b91 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.332565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.574210Z digest=sha256:82c2ffc44171980d0f61d31f52b4215bb3dcb7cda79f8f30c7847d12b608442b

Observation f5bd4ace-0f67-4892-b552-890d35153893 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.327390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.576660Z digest=sha256:93e41319545f052254f82f0bd36fc7c3f2a2dbd21a3422838d76f487fd7ec62e

Observation 08be8264-b5ca-49f7-aade-e8f44f9a94c3 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.321564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.579807Z digest=sha256:ea4ef64e5aa8417fc32174f330f135d881aaba2f97fe2537a7eb67afc75f2bf6

Observation 9906315f-765b-4cfd-8e30-1af7d592b5d5 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.312788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.582298Z digest=sha256:004e100716dcaf177ed1e894fa1e3ad152cac980d0a563b7c97203c53f4ef065

Observation c18822a9-55dc-419f-9867-a892f2a1327f · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.305903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.585309Z digest=sha256:8fa1199e63455913e4c66378156e06fe6d06d5f6d6187b83b825a4f3eafe08c2

Observation fec33916-1332-477d-8dc3-1de0246e615c · outbound

This paper cites Pauly, D.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Pauly, D

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.299425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.588009Z digest=sha256:5c00f623ca5731ab77b97eb423b0598930ca0837cf7cabe6f267612fa0b66281

Observation 916254a5-5ae0-4b63-85f8-32d564a3b393 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.291135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.590924Z digest=sha256:8e27e3126dc929170a285768f09f7bdbd3b9b2401e5bdf44361e6159f18c9ae3

Observation 72cbc66f-c21e-4b15-ba7e-bb3d58a2a5b8 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.284745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.594970Z digest=sha256:b616b0771ed4f823cd5710c6a7870a1d70193cb6c6652038ca474ca85b3a8c69

Observation b72ef8d7-d392-447d-bd6b-1693fd4bf3d3 · outbound

This paper cites Sulistyowati, A.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Sulistyowati, A

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.278070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.598592Z digest=sha256:dc10f63f597a45876730d5d71d7807cd15c99fe1c127fd7d4e94b3f5fa81ea43

Observation 2bb7070f-2e02-4522-ac30-983ec2a4bac9 · outbound

This paper cites Maeda, N.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Maeda, N

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.271584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.600871Z digest=sha256:9bb17c36547fa1d0723e9f8e421bcdb2028905f35a1ea36a972233916806e6bc

Observation 807e9cec-15e7-494d-a892-8f24b371e277 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.264811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.603717Z digest=sha256:c41ba97102eaab5d0243c58d04c389263cca9164906465c9db01961ca7503d4b

Observation 90c031f5-ce16-416b-b8e5-8d4eb9ceab6f · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.258271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.606295Z digest=sha256:900e284db9606885a9aadca8baf9b3a3fce392fab877b9b4e21af1ea22845db4

Observation aef12fab-c156-4f02-bc43-74e8ce8bc653 · outbound

This paper cites Alistarh, D.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Alistarh, D

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.251513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.608897Z digest=sha256:423a59da4ea05633ee59a7db78fd906425bbe7bcdf3d3deb794b6dfb4bb79562

Observation 2bd1b651-a0a0-4e93-a368-4b05455ab44d · outbound

This paper cites Bernstein, Y .-X.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Bernstein, Y .-X

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.244096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.611211Z digest=sha256:6ecb4c1144cc7199b1cbfab688314d1095ca17c43b8746601d657ccde42ba3f8

Observation b6cfd50a-6fd7-4cd9-9b48-8f70ae442bb3 · outbound

This paper cites Federated Learning with Non-IID Data.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Federated Learning with Non-IID Data

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T19:55:12.613769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:55:12.613769Z digest=sha256:bf57e6a861359450a4b6b8c36f6e4d81fc3bd345806d9ac61b475e7f17f28e71

Observation 0baf4ed4-d8bc-42f3-ba5a-7c6c96965ebf · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.237513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.616344Z digest=sha256:e854200f9d36b3248511048d854fe2fbc9790e4b54fa3ff40d8891785c62fccb

Observation bed21038-4091-4ef9-8861-8c7739ddc6b4 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.231884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.618388Z digest=sha256:d8e3532a4953a678679156ee95e5fec8cab2ba0c9322f396fd538f071dd636a8

Observation 629b9342-f0be-4124-8f3c-a094541d88ef · outbound

This paper cites Kairouz, K.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Kairouz, K

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.226348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.620765Z digest=sha256:fd9a81fa4f480b0104dd16dddd7aa58dea3d962b94cbdbde5e7de62e50df3e1b

Observation a4806dad-39e8-4f27-92ad-7e78c3a7590d · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.220797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.627126Z digest=sha256:75b2cd858941c95de43f221ee0a1b010297f17e8351d22aceebf73a2a16828f6

Observation a0add0d9-de4b-4c8e-9f7e-2ae7fbe80cb9 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.215227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.643774Z digest=sha256:11824458d53b34813ecb816ee76a53139d1a12613e8b9bfc8d307f316d4872b7

Observation 2d3313c0-3b6c-4f7d-bf78-b6b16ba6ce20 · outbound

This paper cites Ren, C.-M.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Ren, C.-M

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.208864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.667492Z digest=sha256:5a07085a54d55911eba7e1a65a1b1e3624d5a8a2db214a76774777f4990707e7

Observation ebb615ab-7e11-4aa6-bdd5-2a36efa05085 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.201818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.690548Z digest=sha256:9317c95b5d9ade120a01650ee6d0724c0433659395a772e8510846eb2fec74e4

Observation 93a2bb3d-ea51-40ed-a97e-7c77e3f2c88a · outbound

This paper cites Batool, A.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Batool, A

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.194286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.716293Z digest=sha256:55ad0ea106a58d0eb31a289883cc2e8e9f448a0824992fdff76884794d59e46b

Observation 74ec7a19-a870-4d22-93ec-4d1404f162d1 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.187322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.728906Z digest=sha256:2117cd0e6dd57441a5854a5a15e9477f36af9cc7f788768b9e339f77f4857160

Observation 8d1dfe67-1d80-4dd1-8c4f-2038b70f892f · outbound

This paper cites Hussain, W.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Hussain, W

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.180339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.751890Z digest=sha256:9a3b1d86d77d3ab41871ba2703a2e875270678c6cb17caf6bd1c9c2d4725676f

Observation a14f3530-12a1-4c84-92fd-bfb541e0771e · outbound

This paper cites Joachims, T.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Joachims, T

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.173295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.773187Z digest=sha256:42337760b938d0b3f1b52ee3a34b2967aeaf7574395f3d50a6db2ec326e987d3

Observation f646599f-bc92-4312-87c3-04639f82540a · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.166362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.782977Z digest=sha256:b6267e910a116767713069c4012343ee67aa46741b673313230d62ee98a65a03

Observation 9a610757-7826-45d6-b45b-c4328eb47cb2 · outbound

This paper cites Reisizadeh, A.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Reisizadeh, A

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.158670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.804683Z digest=sha256:02acc601cb9481071be9befc03ff1dafff6a9d74a7aaf3446a3aa95cb56d7ea3

Observation 7024699c-2441-477c-9658-ba7f0f36434c · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety On the Convergence of FedAvg on Non-IID Data

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T19:55:12.829150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:55:12.829150Z digest=sha256:68e1d70aab47ba351a3425471ab52d4603a8207e77d494b70fce1c34c4b2155f

Observation dfc9674d-5bcf-41d0-a2e7-e418f4ba2dac · outbound

This paper cites Gholami, S.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Gholami, S

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.149484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.837912Z digest=sha256:851624de54faadc3f5c559094b86cca6937f29e32857b562cb9940c43667bb93

Observation b4df2092-eddf-43ec-b3b0-ed2e0b89d0de · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.139751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.842382Z digest=sha256:304eb93d68492a90c35641cb284a50bd623db7bed5d31860a1af20cbe6932c9b

Observation cdb2cf16-116b-4544-8647-2d2a1dc0cc40 · outbound

This paper cites Kairouz, S.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Kairouz, S

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.131858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.845500Z digest=sha256:771930266dd213f0500cce15aa0c17bbbf482441c13c54cceb5b14ff46c4dc29

Observation de62c9dd-0f2e-4b15-907c-3b76700e9ccf · outbound

This paper cites Achlioptas, Database-friendly random projections, in: Proceedings of the twentieth ACM SIGMOD-SIGACT- SIGART symposium on Principles of database systems, 2001, pp.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Achlioptas, Database-friendly random projections, in: Proceedings of the twentieth ACM SIGMOD-SIGACT- SIGART symposium on Principles of database systems, 2001, pp

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.125484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.847626Z digest=sha256:89ff77017943b336661d5914f0d4e89e195f3e498b305f7a6133a66c4ee7b955

Observation b7b21057-0367-4088-8b7d-00a93fcf9f86 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:13.118724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.850084Z digest=sha256:814fd86164e66ca5112d4c35bd80f55625a16594dd843c6d92012b7f2ad945d6

Observation 3b36f88b-8527-4d21-8f2a-d4d719239ef8 · outbound

This paper cites Sandler, A.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Sandler, A

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.112067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.853023Z digest=sha256:c89a77466f54dd7584ee68f24314b1434faf10c8e88945ec887a801b8c203b75

Observation 5d676664-22fa-471c-bd65-eac689c66523 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T19:55:12.855647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:55:12.855647Z digest=sha256:c04ae7083568053d161c756419176016846b889d481de2695a6a24b4334cc875

Observation 1168eb58-d7ee-41e5-9b31-67fcf9f26b87 · outbound

This paper cites Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T19:55:12.858553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:55:12.858553Z digest=sha256:c0b354f5eeaf63f26c1366d0359bf05dfe8e58c67de80b57f732b98c5da54464

Observation 37eec0da-5e26-498b-8855-bbc7c15c01b3 · outbound

This paper cites Gallo, A.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Gallo, A

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:13.104725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.861177Z digest=sha256:fd65b81b1e723c25647e6752ef0367e2f0b6d070583bccf3bffb6acc7d9def4e

Observation a798f0e6-4169-4103-9c50-fcff6d797d19 · outbound

This paper cites Choi, J.-S.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Choi, J.-S

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:12.990184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.864779Z digest=sha256:2443e0346eed10d548fa639a5cf27e709ad48370515bc463e5c810d9fed6792d

Observation 949e26aa-df08-46eb-b314-07651f975735 · outbound

This paper cites an unresolved cited work.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-07T19:55:12.953870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.868311Z digest=sha256:dc4e57436f266cb8b86f70a1fb7dcf4c7d9683fcd62466c20f49250974a117c5

Observation 869508a2-c2ff-4ea5-a892-eb8e3e1f6ee3 · outbound

This paper cites Dwork, F.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Dwork, F

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:12.946646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.870818Z digest=sha256:d50916c96603c6c914f2766cb048874e7f6038f3e7a5eea833871de8d31629c9

Observation c49a4e5f-f74f-47e4-9d26-e07e29bebb98 · outbound

This paper cites Erlingsson, V.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Erlingsson, V

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T19:55:12.939501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T19:55:12.873345Z digest=sha256:073ccdcd6c033cb537315060a85b334e638a13cee38668e822b60f59fee1c215

Observation 6a753d75-6893-491a-b496-9e20c20fa175 · outbound

This paper cites Collecting and Analyzing Data from Smart Device Users with Local Differential Privacy.

RoadFed: A Multimodal Federated Learning System for Improving Road Safety Collecting and Analyzing Data from Smart Device Users with Local Differential Privacy

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T19:55:12.876182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T19:55:12.876182Z digest=sha256:6f46c1d3682b36c4bcdf875fd0964a517ce4175939bbc38b94e728fba4682df6

Pith citing papers

No inbound Pith citation observations are available.