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Paper Citation Record · LEDGER

RoadFed: A Multimodal Federated Learning System for Improving Road Safety

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

source=pdf_text observed=2026-08-07T19:55:12.236316Z digest=sha256:2ff489b1aca39071acf5023d4253a9e257a8e0e668014d877902ea84075f8bff

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.239859Z digest=sha256:649403d96979aab8c5f20849ff2970c5995ba7c3f606fd096c93773a35c68c8d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.243859Z digest=sha256:67412876f70f74b5c1b2a9a34dca31532850a3c38caf6eb104003e04ad9831b9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.247161Z digest=sha256:97ea8af3be777cdb6caff4c801e4ed4dd1c319feaa5ed441fb22216a41c3046a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.250833Z digest=sha256:a3c231a7d28ea6fdb165b36c947ab6878c32be39701ca92cf8a81e90c57d8f21

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:bc45835b7eb16a5f4a46ea1d777351fbf112df36e50f17b14bdb3f628eb72bff

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.284293Z digest=sha256:f71a43ba3b5f8763129fbb9138a8a04bdae87a74527d581439799261f4f5855c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.310848Z digest=sha256:d3678baddd87cf3053d98f7063c4079b7e8272ac856083e5d53935d5f573b1ad

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.326675Z digest=sha256:e49cc12f595af2ce00e70496b9e59f6e650ee2b8bb1a26882ed3c2eac40cd1ce

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.342128Z digest=sha256:73a89937896bb3af38ff5552ef7ce93152eef99fa1b6b649091431c903879ad8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.356648Z digest=sha256:3e013fa2c0b8ddea18dbd40538f6989926e4f02984a7cd688247776550e2e5ff

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.386840Z digest=sha256:16995b4ea2a29a98111ff94c1fb30b82d3a0cc4e28f97a4d9231b95d400129d8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.410050Z digest=sha256:2fcc13ac9c9295c1c2f92fbe6f8f7bf42d72b9d0e5c570a60f84a4ee50cbcc0d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.418266Z digest=sha256:f7d7a41ddf2548131fb1ae4ea5e5c15eb521ed1b6db26b38301161858c887583

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.439640Z digest=sha256:9dc21317fbdd6d847838999f615c156f40168fe0d73ce8e4f634b564a0876ddc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.460287Z digest=sha256:2d78c5564ddd255300ef3a3b336c8b58539cd05effac08144109e440331bce4c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.466262Z digest=sha256:954190fca1e4ab9469c7afc7874993e91520a87f81e2e2464c76714d98087859

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.488014Z digest=sha256:8845142e182b4a94af24c77c029a17fd32bded8d179b0c58f35b1f5c9e9790c5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.507663Z digest=sha256:8bcf9f651971d2ae061a1f7e15a2aeecec87aa75041611e62e023ac2042a36a6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.513742Z digest=sha256:64207126ef933ad0a4eb8a340d0d082064d102ab99703baef7c0581eca6882f3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.535278Z digest=sha256:d32bdf9f8c0c9b95675502f00b3f841831def7dd9a37cd0e320e19229aa8811e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.555589Z digest=sha256:3b7010c1ba09c5286039f025f9cc3de8c75c2821c5fb6cedf1544df861a43a95

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.571011Z digest=sha256:13c003a342a576a9d416b393f7af9a269d1694cad112d09d990a80e6404b6ed9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.574210Z digest=sha256:2d9fb077e3e9581f03ba72b7799e668d270a47dafccec051f180822039db8d29

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.576660Z digest=sha256:69b842fd195752591877d709faa26fae2094b1e2aad04bcdbcebfe947f2464e7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.579807Z digest=sha256:20ac06245e17726ed974e89aac64c23f4bf1d1b6a1cbdbd3849460f764bc33a3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.582298Z digest=sha256:7522aa01fe7fe794411984ebab3bf608dd9b96ec491f44e9f689749d0cbd2abd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.585309Z digest=sha256:1d099df474fdfa6808ddd4817079011c5842020b1deb6b885c69a5a469aff572

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.588009Z digest=sha256:d64b9ffae68d58e8762727b2241171a694e12ba74d8e62151ad65f3debc73897

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.590924Z digest=sha256:9a097215624a1ad8264f7abe017bf517096b524fabca4f29cce35f7fa7f7aabf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.594970Z digest=sha256:5e58ce0746d1dc049bb76e998f12932ea753be0274ff14577a21acd3697b4fa8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.598592Z digest=sha256:a37e612f1dd9096d75e62bbf3be47ddbe6d658de53a4f1ce2ba804c3092484f8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.600871Z digest=sha256:08d57db976b7da431a946f6576d697c54437ca7f988af3e21877a3cf7cba3648

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.603717Z digest=sha256:a283465cc39867492750b48698d840a826fd9fbaf9a5c520191168016775a857

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.606295Z digest=sha256:64f44b2e0a2de533dd533f16655b136b4fb6c28c7cd59359d31299e9c7079df6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.608897Z digest=sha256:ce8421908e74b4b5b14d59c0ddf318cdbef07503d12240a31a85c63e06d76ef0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.611211Z digest=sha256:f01f72be72e2465ca1ef1c612e825952701307728fe6ad02134a87d60b49f377

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=sha256:11203ef57ca1aad7350f50090eecf3c2ef335532f3c161103a6c53843c6d2d8d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.616344Z digest=sha256:b837018ef9a17d0c8e770c6ec89a601124168cff30c7719215b0a68fc43d9f78

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.618388Z digest=sha256:caad25d3ab096f63db424457a700c113e8cf6875a0035a912b16ae1b2ec89f65

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.620765Z digest=sha256:39437bf6a3b5bf486b94bd39c6356d66e48b7696f12d2e2dc1ce26c8dceb6147

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.627126Z digest=sha256:1ee31e7d9ec31e6a3884002a44999ab459c2424b5c09b9a33429d7949d8de00f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.643774Z digest=sha256:09cd7cf33a40f7ce3dc5357297e55ca5c2d88255e572f1943a21b1aa19f8fcbf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.667492Z digest=sha256:a7c93f42810c43728f733db387354f49c9cd87ddc29bd868bc7eebb0c8e9c54e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.690548Z digest=sha256:ffb4c4722cae227e0e6eaadbd92b02db9a36e21eed28514bdc04817d88ac46f7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.716293Z digest=sha256:c0d7e8911d600bbf5145955f4a7cba843cd4ae57edb7acf89db7167ca5202422

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.728906Z digest=sha256:822019f9b6d5f69081d62e25059f82a592c64e7ed78d2dc3f390c8182737e313

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.751890Z digest=sha256:8a0174572fa43f25c111540d629d5c9cff7ed3f1282fb687645aa08a1acf69aa

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.773187Z digest=sha256:ff118941b26ae565c32cbc78aad473f56d93cab116314cc9cba5d60e16a40cdd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.782977Z digest=sha256:9ba89ccf806ef950bda169a6b162cc668eb9df1de4343df8980329dcbcf6dc46

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.804683Z digest=sha256:666d7515b5b636fb8865f709423f1392889d7ec517f0e74dd3d3638da658b82d

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=sha256:5ca43593f2a8e17339ec4c87d60c3e6e682909b3e5d2cd07510ab8360e653298

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.837912Z digest=sha256:b0310c879225e1352650555a7cd2b8c85bb7a48b8c80833197f19e5bcef2af56

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.842382Z digest=sha256:b32f4feebc3fa8db6e6648fc3154f38807f343adbc2dc2ad6ebe6becbaf1f9b1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.845500Z digest=sha256:b7463a2420815519173ca359b422abf5ec5b4a0dcf12441d13f5b92177d220be

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.847626Z digest=sha256:9079520289c483a62493f9442c320054973e3f3435ff6ba8461f11f37a6b4625

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.850084Z digest=sha256:5cb6246807cfc93bdd60146eb2c5303ab2f770d6095143b042a3df91e869d769

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.853023Z digest=sha256:079af9e5ab1a0bc52fb740799f029ffb8acc1405ef12fe2eff0713ff14f1e75a

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=sha256:02b9e97f28f6924469d547193c77d7abed7c85e4f72c8a22420c802503c0788e

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=sha256:1906118a5409d36a371af40a6f27f55a5b5d6c75c7c45ca994599145f44f3daf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.861177Z digest=sha256:64f4311dfe7d02d908a63ac8d098887b65119ba069efcfdc91c2a86d328471ae

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.864779Z digest=sha256:718a0e9b81982c2a150e4b18ef3a55a714e463f4647273acf413b7c71859337d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.868311Z digest=sha256:84be55f9b3dd278fa2d3e1d362bf7f98f30d54cd834faadf3313f6a4fe058440

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.870818Z digest=sha256:0ee6575c52c8a761c4ff33a35fbc248ed263a8bf5f083c734443b5aa0b251816

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T19:55:12.873345Z digest=sha256:77692d17e90686a9e2f323a04950004d2ab3af6c1ef764a342f60ddc43e4b424

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=sha256:657706be9c6f86216a4a0276d784ea7e2f6f665faa8ad2b3342a78447c2386be

Pith citing papers

No inbound Pith citation observations are available.