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Paper Citation Record · LEDGER

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing

As of 23 August 2026, this Paper Citation Record lists 87 of 87 outbound references and 0 inbound Pith citation observations for arXiv:2505.14881.

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

pith.paper-citation-record.v1
2505.14881 v2

Coverage vector

measured 87 of 87 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:34:01.954155Z

measured 87 of 87 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

87 of 87 outbound references displayed

  • verified exact4
  • verified fuzzy1
  • unresolved80
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1fdc0434-a927-4874-b385-0cfb7a866a6d · outbound

This paper cites Briand, and Thomas Stifter.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Briand, and Thomas Stifter

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:51.493100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:51.493100Z digest=sha256:547dd82b784c708c57d4151242b807b18525da4d408b829504ab90e97ec40392

Observation a045b806-fa85-49a9-8821-a2c6e78d3d4f · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:51.587622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:51.587622Z digest=sha256:f5b8c4590d1c3800cab01a9009ecfbcb061670b2ec37414193ba3a49071ad805

Observation 0193a473-da66-4ad5-8c96-0a7555af9a23 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:51.733338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:51.733338Z digest=sha256:a487794cd2b8cafef032c0779445595cf7d26b50eba9913eb7407ee4f68dee2d

Observation d3cd84fe-228d-4ea3-92c7-673b210527b5 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:51.804297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:51.804297Z digest=sha256:6e8390f4e131c4114ec7580cf948a741839b37d73c53f26ef6e59372a01ba30e

Observation d1b5702f-ad90-4458-b970-b881299264b4 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:51.890968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:51.890968Z digest=sha256:c29a3ddb0588516dba762064a1b14033a42a5b0d6e5ded165e2f8701b33ba51a

Observation 8582ee40-6ca4-47d4-bd7b-2555561522fc · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:51.971252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:51.971252Z digest=sha256:caa1e7f7ddee73a867583f1e6b700c855dd61343ba7683b71ca59994db4a8dc5

Observation 59fac47d-c458-4466-b2bd-cfb018e2fb56 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:52.114117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:52.114117Z digest=sha256:f157c4c2b5e6ef614a5c3581eb446c02a5fce669cd0fe3b8e8066402c210c924

Observation 88ff4617-5a26-483c-ab20-b29fa8bdbef9 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:52.250625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:52.250625Z digest=sha256:210a2cfdb643d6a4adade8b14d8930ea25c2b504532a252dfdbb087b0a799000

Observation 30bdc870-d79e-486a-9501-69724a4b23b2 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:52.408877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:52.408877Z digest=sha256:b550d0d1bd3aa646b4fc61d0cb98f58fc7a23ac26a80313f120631fadf4dba5f

Observation 20e276d8-9ea7-49d7-a879-80c5747126a6 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:16.669842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:52.537361Z digest=sha256:ba0cbe33d036d8e96cd9961675f3f634ab1ddc9760a52078986b1cc7ae2b92b5

Observation 7320d092-627b-4ea7-94a0-ecf10fd007fe · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:16.406088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:52.712440Z digest=sha256:262a9b93b144c373de235dcf488331d4c55290b275bdd3cb7e73f28fab85f62e

Observation 39178990-9ba9-43ca-9e01-826094952bb9 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 12

Resolution
verified exact
raw_fallback, observed 2026-08-07T15:34:04.694664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:52.868000Z digest=sha256:ef4d05510f56a02d83f4f68445f59a54bf79c01f59774ad43b607460edecc67d

Observation 45126ec8-e176-4fdb-9b77-560ad705fed9 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:16.069619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:52.970446Z digest=sha256:2a1c0492f6a6b6e178424c0ffc1af7c0af4bbcb8e52d64258665b144eca62ae5

Observation ba6366fb-3795-4580-8cd4-f48e301f3ef3 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:53.057237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:53.057237Z digest=sha256:77c98f6f5f925b08827afc0bfe8eea250344393bf899e500b4a7c031d6188e9a

Observation 7b5ddbb5-a2f4-4a28-b73a-7fab8a750c37 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:15.726425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:53.169148Z digest=sha256:9c3d7b060bb877cfbe9b656b3dae3fbb0f95148b7c597ba14367313f9a64e277

Observation 369999fe-680a-4620-8aa1-092ce25e3c88 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:15.287978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:53.278137Z digest=sha256:9ed88e5ca796d4e43d7b9e58c30ae0b3e0b5bd227a3f8385274c8926dc1af53b

Observation 1eb08b45-0aa8-48d1-b17b-2c901ff7ea59 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 17

Resolution
verified exact
doi, observed 2026-08-07T15:34:02.505241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:53.386866Z digest=sha256:d616b8da9ee3aa1712950535eafbf8490d01e5366b1bd74b52ceb7204e8d4b38

Observation 8e6b850d-3bc6-41d7-b6f5-be6f57e37968 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 18

Resolution
verified exact
doi, observed 2026-08-07T15:34:02.257725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:53.478257Z digest=sha256:ebc02935fcaae26f5a0a31b38a45da156adfc1424102356557822223adb7e5a1

Observation 2fccceab-2576-4978-9698-4b5f1c13c0ec · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:14.894121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:53.725445Z digest=sha256:9dcdc42965032a03d70fd9a6742085c39508ae3f23b777f45eee64c03fe074ec

Observation e6c124a0-5cb1-4116-876f-658b0a88ecae · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:53.792443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:53.792443Z digest=sha256:3cd1c95f89f862877dde0aa75cbd546b0deff58215b87576a9294821c114efec

Observation 9766a1b8-4c56-4baa-9382-df2c6564b03f · outbound

This paper cites TARGET: Automated Scenario Generation from Traffic Rules for Testing Autonomous Vehicles via Validated LLM-Guided Knowledge Extraction.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing TARGET: Automated Scenario Generation from Traffic Rules for Testing Autonomous Vehicles via Validated LLM-Guided Knowledge Extraction

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:53.868842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:53.868842Z digest=sha256:19aba51b388c8a707123d8cd723a4fb4d1894e31d45249bf618bae1b007e36cb

Observation 10859014-fb7c-4965-8543-027a00597527 · outbound

This paper cites A Declarative Metamorphic Testing Framework for Autonomous Driving.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing A Declarative Metamorphic Testing Framework for Autonomous Driving

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-07T15:34:04.305715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:54.021587Z digest=sha256:a4eae8ced0cec7a0756d4539bd5c361c76ea0f1a998a73b280f75ee034e6fe7c

Observation 72ad1d20-994c-4d41-afb7-897bfc41c519 · outbound

This paper cites López, and Vladlen Koltun.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing López, and Vladlen Koltun

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:34:14.516264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:54.153309Z digest=sha256:e102cecbd4a31b01b60740f90db6b36737691369b295989e7d20a633b427f994

Observation 20e5948e-c63f-426d-a18a-49dd5df8c39c · outbound

This paper cites The Llama 3 Herd of Models.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing The Llama 3 Herd of Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:54.281337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:54.281337Z digest=sha256:d57648fb4f12d43033bfa66976bf8fdc445c9434d8e3bc2717fab598eeaeacd4

Observation 859691a1-9cfe-43f8-9d43-223ca897e502 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 26

Resolution
malformed identifier
no resolver link, observed 2026-08-07T15:33:54.429758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:54.429758Z digest=sha256:82daa7e57250f4298c7800b8279a07d4b66526a78f214d206f191f811ab536dd

Observation 7e0cda4c-aed6-41ff-8210-dbf7a66689f1 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:14.044229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:54.582500Z digest=sha256:44622560221bc9e946379f2c9a7c3f646f7132f3b34db6c52cab84a923206ae3

Observation 2c43cbe7-8e5e-437a-8b27-bc6310769bba · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:13.597968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:54.700817Z digest=sha256:a91ae02249aa3a39c43a474766625398e3ff9ba57253ccc4960cee7b35d7b761

Observation b780edbd-7cfb-41b3-bca2-62ca9b16bdac · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:54.808339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:54.808339Z digest=sha256:de478a24ee7dca9fb4059f8a764949dee5c05b11cbe7d31f277d11bc8b957d99

Observation 09506b04-259c-45f9-a8a3-edd43cb8acb0 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:54.935040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:54.935040Z digest=sha256:8e6a0dfae98584bac827dde8fcb6571796503772b64068505c8e15a4617d172c

Observation 5568aca8-7b2c-4c7e-a67e-bc680630216e · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:55.081014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:55.081014Z digest=sha256:a982f7e5178d5dc93e0644a870a23fca90efdedbba8a4b8898b603927cd2daf3

Observation afd5dd31-d7a9-40b3-bd3d-da1ead6b21ed · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:55.217143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:55.217143Z digest=sha256:b2389515e5d4d2446221a77c046e93b5531d5a7edb97aca8d6d727739acb0129

Observation 2e8033f3-0559-494c-b771-ce03e6ef39aa · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:55.376311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:55.376311Z digest=sha256:9576e1d840f8d5f2d578e18731ad3b2f5d21c9812781ef467d4bb54eca2af21d

Observation 6063f38c-f571-47a0-809e-12a80dc839ff · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:13.261371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:55.489973Z digest=sha256:29183504629ed8a9c9b7498a7dfa7daabd96dc9030cef4e975c1373f04ba5a9a

Observation f3e38711-6adf-43f5-af95-36ebcbb78b22 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:55.622914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:55.622914Z digest=sha256:4c43ca793bda5c8bb63451cb6c074b427ae3b0ea5a7a31c779664ba61b9a4e38

Observation 8091bac7-e24e-4bef-b231-2eafd05cb4dc · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:12.904090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:55.775982Z digest=sha256:cd9b94f3d9e38cdf75405a11a5dc7c60d31a98c1ed7c46d32f76830967fa2f2a

Observation ebafaed5-0fea-49de-a9f8-ee57b50d689b · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:12.511750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:55.926685Z digest=sha256:851bfc7ceb5494ba9353bc43eb5fe09df767aa10efe290e485bdd0da5efada84

Observation 23547a21-d219-4c47-8c7b-2859263214ba · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:56.062100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:56.062100Z digest=sha256:864c2043a973a1ae12befbc160810428c73e9e0ef31929f454ff46f04ac43834

Observation 1aaa8d27-593c-400a-ae3d-53a4cb8d4560 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:56.181565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:56.181565Z digest=sha256:ec9cff20e52eb76131416d60cdbaf44b9463f0fb29b252fb97038292dc24c220

Observation a3ec659a-c8f8-4b6e-874c-013ce563f5d6 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:12.355677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:56.283994Z digest=sha256:0fdcb792bd4890ff0ce53f71b2da836dcf4a1bc1bfbffbc0c0ccd13b93c923f8

Observation e5005a33-1ae6-4296-b19c-c87efd26b061 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:12.226637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:56.369471Z digest=sha256:7a9f3708f8056110c93178a7c7510b2da66440a0ff3cfffcd08fd7609059b152

Observation 7ab85782-8015-4eb0-af13-96da15c45e1d · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:12.054718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:56.510840Z digest=sha256:006144ba279204a2226900d07aab5e013a699a17bd54ddb64ff1e79701895948

Observation 18964411-1b0b-4208-8d76-7436963ac01e · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:56.608402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:56.608402Z digest=sha256:f0ae94b9b6ed22595c792a6a48d3b82867fc10c29469cc1d4444e0a5b875b3e0

Observation 24f0f8b1-72ac-4a61-9bf4-a6b97f6a5840 · outbound

This paper cites Microsoft COCO: Common Objects in Context.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Microsoft COCO: Common Objects in Context

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:56.724790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:56.724790Z digest=sha256:63892e01ba5fdccdf33dfcf507d9f33fd07628eea4217b61951cd61ba44543ef

Observation 7ae394e1-5a31-461c-8958-94ee1b305541 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:11.885708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:56.863522Z digest=sha256:65148e82432171d4b1334a2077e26aacd3e5944f534634e73fb09495057bcea0

Observation 2021679c-4e4b-46e1-babc-027b57e4ac22 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:11.680933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:56.956164Z digest=sha256:a7b28aa92242e5cc2df9cefac1e8b4d0c5f3d7d9f7f85e448c4b9ca79a6749ee

Observation 0f35cec5-efd9-4914-a069-2cae31ac5da2 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:57.042155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:57.042155Z digest=sha256:c696d4b035f09ac46ba5b2b6846ea74eea9e79efeb036abc7747cb84aed545d0

Observation ee2b8cd7-908c-4263-9ea2-0fd2bc10e013 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:57.148349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:57.148349Z digest=sha256:34a889ee64343106b7118726e3a532d2272fb19fb3c13daff2bc98198f32683e

Observation 5fb8c2a6-d79a-46e8-82a0-bdfa088c2f23 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:11.467081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:57.308829Z digest=sha256:8a5120f4e93214fe2e21ddaaa0633edaeddba4813c660ab191fec1343e76be48

Observation 46a919d5-cbc2-4584-80ac-6567303b247c · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:11.227624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:57.382407Z digest=sha256:4532e495d113fb66eeec4fc9bc08ed5d2aea2abf5733db56991bcfbaae4f0553

Observation a432990c-cd31-4d49-86d2-fc72c642f9a6 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:11.059560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:57.460271Z digest=sha256:8512030a0d015d4628f2362f93e5bff3857513b1146839baff69eec883440e36

Observation 806e54c7-71f2-4120-913d-3598d93de47c · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:10.790849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:57.512760Z digest=sha256:1a78db123683a6d84020e5b0685a12e28770fa43b529371b104bd61a9edfccbd

Observation 77b995db-cfaf-4341-b829-ecd9bedf0ced · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:10.614529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:57.594138Z digest=sha256:5fb34ac82a1a481f939426cfdced55ccc0e2cd95e708ec2a02b72042f67fe982

Observation 601f0dac-402b-4d2a-906f-c17fb8cd8cb9 · outbound

This paper cites GPT-4 Technical Report.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing GPT-4 Technical Report

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:57.675623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:57.675623Z digest=sha256:f9dabe3355d00f382b96a581bc21db12df37574bd6933d162ed8e9cde2c7bb3d

Observation 0793a85a-f39f-4911-aa51-a7ec53ecdb53 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:10.395634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:57.753893Z digest=sha256:4d4a29ca91304e5030aa4edbc753679125dbc4a1d31d1dd0f59ffb3541ad46b8

Observation a3ab4f21-8f0f-4230-b627-43549c0bcc8d · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:10.219753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:57.821807Z digest=sha256:f4f189ac771421b172b7cfe2dab9dc283fee11423474eb5690090f2b7cd560da

Observation e1437443-19ce-479d-8518-4932a2d0019e · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:09.978332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:57.945315Z digest=sha256:5a38252ead6577dfd3d74733b57d38220c90c153667aa97ac307fff4354815c4

Observation 8950f35e-000d-41b0-8f79-43baa2878e8c · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:09.725341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:58.057671Z digest=sha256:bec5597feba12ddda6061d9b6293a2188866c0e90eac6864fd6bd31dad806ee6

Observation 45b25127-216b-48d0-a6b2-4460d766cfcd · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:09.487626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:58.192616Z digest=sha256:987d9c748b00d80b57b8004f1f88ea59303bd08745c9d1a567fa16ae82a1be1f

Observation b0f52bfe-9881-4c1c-8800-640f072ac286 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:09.214975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:58.314406Z digest=sha256:84439637a763ab454cb17d3a97eba4ec72d018927c50f959b92feafe0007cd6c

Observation 42995b52-000f-4324-bfdd-1c8785159bb8 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:08.940063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:58.490222Z digest=sha256:e7a1f0f6108d6007d631bae1d8f233ab28f31b5d4864c04ad37291eeebd4a72f

Observation 2af2f2b4-c415-4dbd-a833-f703b9aa8400 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:08.717152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:58.637696Z digest=sha256:87689398a1b6ac4708193d4ce3e15c2f7dd65c5be94f0aea0159ea56e3cccf45

Observation ac437521-c025-4c63-9d55-0d194e29db4b · outbound

This paper cites Role-Play with Large Language Models.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Role-Play with Large Language Models

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:58.776418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:58.776418Z digest=sha256:2fc0f376e05a1a2c6a972da1523cab5a1e78fce6461a5ca0ed99779f9274b84a

Observation b7598643-3db4-4600-bb11-6f3ca4a9179f · outbound

This paper cites Poskitt, Jun Sun, Yuqi Chen, and Zijiang Yang.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Poskitt, Jun Sun, Yuqi Chen, and Zijiang Yang

Reference 64

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T15:34:03.373371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:58.891980Z digest=sha256:3ae4d51fef10bceba1f8f5ba411c9c1be15f12958aa885423ff24ee4eba61147

Observation 6db63484-b25d-45a0-ba5c-8395a6b4c310 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:58.996276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:58.996276Z digest=sha256:b5a8999f23831cfa8e7175a836b077cd076fa0d098e7e1eb419093544d4290da

Observation 81e91160-05a5-41e4-8130-ea1b09052338 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:08.464273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:59.124974Z digest=sha256:2ca667bc9bbdfa5fba7ba3953fa0a6f63272d5cf561dbbb70186939a2288365e

Observation ba5c8d26-090b-43f3-9981-81d2b1e7ef7a · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:08.255846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:59.219971Z digest=sha256:1139a120edaead8153c8ff55d48b9b4d9d143e69745faefb8582dfca9ca0f7e2

Observation 316f9c27-8580-493d-8816-bc6f65fdf393 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:07.952253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:59.351147Z digest=sha256:a3377e4099f8b6a97fa56552cc0d5201196a2598dcf899874691b462d41a582e

Observation f3e329e6-a5a5-4c55-9063-9a8b21b1640b · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:07.710964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:59.586038Z digest=sha256:3ce2e6c6fb188a0701296e6c7786321b16195c31af1e56f79f74147f4080a98e

Observation 252ce2fe-e090-4a89-ae05-8fab0ce334f5 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:07.488993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:59.669699Z digest=sha256:23f126380eb13e0ab2339a0f2f703b6272ac60a4a47f6db6fb0ac878efab47ab

Observation 7f33403c-9cd2-49f4-b882-feb8063915ae · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:07.196596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:59.788875Z digest=sha256:5ff40d4e330446777335523c6a5152394a6da4c3a07b18d5df34c598df89d8bc

Observation 58eec7f4-11a7-4a5f-9542-788720ab732f · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:06.947554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:33:59.923655Z digest=sha256:c40ae62c0346190d24beb3457d2c6a3589654fa02d42b5d1482db7e27b685ab7

Observation 68fd2fe0-5c7d-4fb0-a164-a9c3d81d1759 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:06.670299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:34:00.084192Z digest=sha256:ee1e9af9e4c94a376a89db83f4510966d952d2021642c3e1dac3d4a2bee3fca5

Observation 2d1a85af-2c15-4c4f-a2e4-0735821df54d · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:06.402414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:34:00.226058Z digest=sha256:d2909c1cdf6bb2e587c9b48dc599246445f04a406f64872399838180ae965bb4

Observation a97f345a-1660-4ad4-81ec-6934010f2680 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:06.132122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:34:00.389009Z digest=sha256:ac1925f8d769335a691a9770638188a4fdc37125cf471dc1bdb1b7d1620f82b3

Observation c4608c62-32a3-4f17-861c-8c6e0f6c63aa · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:05.792269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:34:00.521923Z digest=sha256:494eef4dd888b816f090912fb9e06fea608d15466ebead83005859c23eee5be5

Observation 01846d93-b252-4a2e-b1c4-37f09ef5d809 · outbound

This paper cites YOLOv10: Real-Time End-to-End Object Detection.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing YOLOv10: Real-Time End-to-End Object Detection

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:00.616990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:00.616990Z digest=sha256:ce95aff6cf3b3081e7a485ebb30390f1ead2f1407fc9569ff5494ba104d03134

Observation 3f5965f7-906d-4126-85ee-4ad916c0d6ca · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:05.580830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:34:00.724412Z digest=sha256:d77cab0936d81f5eba5cd826d31f412d3a5724a2625c156d323ef9a3cb483595

Observation dfde109a-9677-4d22-9ff3-8e494393245f · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:00.857374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:00.857374Z digest=sha256:9080e237456739332b1e3251d96a08472549582187fa75f1b0d01078277c03ce

Observation 25afac0d-9d4d-4a22-a190-7abee6c48c6a · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:05.372088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:34:00.989891Z digest=sha256:3726d40a602c56ef969c73a55123a3a3e697ce432682d7e4e8bb298eee6769ad

Observation 60144a47-3253-4f7e-ac8a-0b0456d0cfc5 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:01.161388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:01.161388Z digest=sha256:1901ed7fec88d0d4cfd6daa66b89a2c06dd344aa1240cc1bb9931d65b4b20a8a

Observation 63b36752-748b-4305-9131-459fee0d8def · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:01.308438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:01.308438Z digest=sha256:c682c5f66ea366eacd8b237ce90ea8c01d4308c5c5d376861bc8fa85d14698a9

Observation f9f78f0b-4c1e-4585-9cb1-3cc45274aa25 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:01.401059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:01.401059Z digest=sha256:40b69c538f14aea86befbac7c86308150f1c5db185883090b9e9ea44ff28f6f4

Observation 52559e7c-63f0-409a-b92b-7105ddf5c989 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:01.553211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:01.553211Z digest=sha256:865cf7ad772ed8bb2394ce7ad446b5d9fad20c27bce1bd67a7fcb9cc4654c8cc

Observation 37958e53-d8ee-4f22-9a99-cfd3babec7bb · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:01.690530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:01.690530Z digest=sha256:87684415e06aa5c8b713d4a21f201da959eee8abe58da330f812c56e8fa2453c

Observation dd94b3a0-fb55-4e88-8c3d-a824a2193e1e · outbound

This paper cites Kaiser, and Baishakhi Ray.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Kaiser, and Baishakhi Ray

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-07T15:34:01.798454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:34:01.798454Z digest=sha256:0fe276319c45f9a8b5f43a6e10f78bf06b2b96b3a49fc6b75e2e0994b249d0a7

Observation c3f964c1-8c96-4431-9e98-f8c10dcb2711 · outbound

This paper cites an unresolved cited work.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:34:05.094199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T15:34:01.954155Z digest=sha256:c13f3ac378dd04dc9672e0b7d68983178716919cf8e0acb19b5d169d84ea54ca

Observation 029b416b-d2ba-4ec3-8ed9-e5d8e59e015d · outbound

This paper cites LMM-enhanced Safety-Critical Scenario Generation for Autonomous Driving System Testing From Non-Accident Traffic Videos.

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing LMM-enhanced Safety-Critical Scenario Generation for Autonomous Driving System Testing From Non-Accident Traffic Videos

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T15:33:59.492686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:33:59.492686Z digest=sha256:c9c78008df965ed5b5c45be5e91e1dc4864409816e78b3987bafc7a6f41906ec

Pith citing papers

No inbound Pith citation observations are available.