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Paper Citation Record · LEDGER

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding

As of 7 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2507.06072.

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

pith.paper-citation-record.v1
2507.06072 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:15:55.834763Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

49 of 49 outbound references displayed

  • verified exact3
  • verified fuzzy36
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 89028ee0-0b70-4494-ba94-28430c64dfda · outbound

This paper cites Spatio-temporal dynamics and se- mantic attribute enriched visual encoding for video caption- ing.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Spatio-temporal dynamics and se- mantic attribute enriched visual encoding for video caption- ing

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation fa785253-d847-4c1f-8860-af2cfc55b373 · outbound

This paper cites Spice: Semantic propositional image cap- tion evaluation.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Spice: Semantic propositional image cap- tion evaluation

Reference 2

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raw_fallback, observed 2026-08-06T19:16:01.978664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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Observation 51361623-4519-4913-b172-1cb203345ccb · outbound

This paper cites Covla: Comprehensive vision-language-action dataset for autonomous driving.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Covla: Comprehensive vision-language-action dataset for autonomous driving

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:15:51.856249Z digest=sha256:7a980ee53fede92b025e8fa488cda6d013fd7f9b51186166b556123e7e9586c5

Observation 33c76992-50e8-44ba-9246-b3c7cc996789 · outbound

This paper cites MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:15:51.936727Z digest=sha256:adaae80b971f9f8f301fa5eb9c0fa609a6c763bef9b0f6a0c5809b3201385a0a

Observation 1f37597d-ed3d-43c9-bc72-34c6bcaf9ed3 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments

Reference 5

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source=pdf_text observed=2026-08-06T19:15:52.022860Z digest=sha256:129666090fcdd3f843f6df6f170e0da1e7a7b4819b8ac3b1ef756602aa407be7

Observation 9b4c892c-c7b2-431e-9b3c-45e983b49fee · outbound

This paper cites Egocentric vehicle dense video captioning.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Egocentric vehicle dense video captioning

Reference 6

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raw_fallback, observed 2026-08-06T19:16:01.823687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:52.082107Z digest=sha256:846d7300a930cca4a831455e02e7f56a07d2a76985ff278bba88fa4ec573731c

Observation 92989898-f2b5-49af-b013-f11327f9883a · outbound

This paper cites Tem- adapter: Adapting image-text pretraining for video question answer.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Tem- adapter: Adapting image-text pretraining for video question answer

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:52.215115Z digest=sha256:1855144d3b12a215e4018a870ca19a526bb4d0c5b9ce4ca3e88ce95cbff51b7b

Observation 4d5ebcdb-3054-438d-b7e9-c1dca0430c33 · outbound

This paper cites Llcp: Learning latent causal processes for reasoning-based video question answer.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Llcp: Learning latent causal processes for reasoning-based video question answer

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:52.328341Z digest=sha256:214f398611eb1b74e942173f8d898274911170591c35ba6e320801ec93de366e

Observation b8382273-60d4-45b3-9dad-33c9b164ae7b · outbound

This paper cites H-MBA: Hierarchical MamBa Adaptation for Multi-Modal Video Understanding in Autonomous Driving.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding H-MBA: Hierarchical MamBa Adaptation for Multi-Modal Video Understanding in Autonomous Driving

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:15:52.438880Z digest=sha256:b3fd08e32bd13fdda3124d814ffdff07a462499d243e7b1badd37bbc07d1fa25

Observation 9fcc3e3e-ffe9-4c38-b258-121821e08c59 · outbound

This paper cites Spatial-temporal trans- former for dynamic scene graph generation.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Spatial-temporal trans- former for dynamic scene graph generation

Reference 10

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raw_fallback, observed 2026-08-06T19:16:01.400190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:52.522416Z digest=sha256:25c9cc7b97ef2e4369584c024e64c5b438c16b17f4d1073c5f43759291d30a1d

Observation 2ca91166-6193-4900-88b1-f2b7fb1b3c92 · outbound

This paper cites Trafficvlm: A controllable visual lan- guage model for traffic video captioning.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Trafficvlm: A controllable visual lan- guage model for traffic video captioning

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:52.611203Z digest=sha256:b981234f0a139c7ad7e2c4ee31565f265395b5d78470b61e472961dc3dc25963

Observation b0e785c1-0a5e-446b-9148-c0991612fcf1 · outbound

This paper cites Reversed in time: A novel temporal-emphasized benchmark for cross-modal video-text retrieval.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Reversed in time: A novel temporal-emphasized benchmark for cross-modal video-text retrieval

Reference 12

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raw_fallback, observed 2026-08-06T19:16:01.220112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:52.730614Z digest=sha256:d84f74e6397cbd9652391a8826751e5728e948895a9210413e828013fa2a6c01

Observation 75cccf7c-c386-4424-b487-f15c47ba9a51 · outbound

This paper cites MLLM-SUL: Multimodal Large Language Model for Semantic Scene Understanding and Localization in Traffic Scenarios.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding MLLM-SUL: Multimodal Large Language Model for Semantic Scene Understanding and Localization in Traffic Scenarios

Reference 13

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no resolver link, observed 2026-08-06T19:15:52.844188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:15:52.844188Z digest=sha256:9be95f29e778380e19cadcf3a47cff8dcc30e95d68f8435f42cd68963a1418f1

Observation 6bfba898-4c05-4dd7-b574-29ff23bc40e8 · outbound

This paper cites Hierarchical representation net- work with auxiliary tasks for video captioning and video question answering.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Hierarchical representation net- work with auxiliary tasks for video captioning and video question answering

Reference 14

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raw_fallback, observed 2026-08-06T19:16:01.137806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:52.979990Z digest=sha256:41e44bc399412fb1505004d21296578e097852b2aa9542adb12cf2c3cfd1e1e2

Observation 907367e7-4c4c-46a9-97d5-b78322f75558 · outbound

This paper cites Text with knowledge graph aug- mented transformer for video captioning.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Text with knowledge graph aug- mented transformer for video captioning

Reference 15

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raw_fallback, observed 2026-08-06T19:16:00.984175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.060296Z digest=sha256:b02898fd66e6f5dd18269e9cf3f93b56fb2663ac8ebc7e2ca9eecaaf19293cd1

Observation adec4662-b589-4bc5-bbd6-503d136867c5 · outbound

This paper cites Video re- cap: Recursive captioning of hour-long videos.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Video re- cap: Recursive captioning of hour-long videos

Reference 16

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raw_fallback, observed 2026-08-06T19:16:00.830894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.164839Z digest=sha256:1b019e48962ec1270aeaf5c757a0c68ea788e05c3c183153efc952d0f7cef4fe

Observation 1d7ba409-7d9f-4509-a8d6-dd0c11050aa3 · outbound

This paper cites Adapt: Action-aware driving caption transformer.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Adapt: Action-aware driving caption transformer

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.291205Z digest=sha256:dd92b7995f9500cee41ddbd7f6e9d766811a6daf8bf74f63ba6e7a7d35055485

Observation a2f44626-fccb-441c-934d-61c85406d0c8 · outbound

This paper cites Cladder: Assessing causal reasoning in language models.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Cladder: Assessing causal reasoning in language models

Reference 18

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raw_fallback, observed 2026-08-06T19:16:00.532441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.415582Z digest=sha256:77484f88d4391072e5eed95f33c13c04ac1009740f12a7c80fb5a0d4b67dfba8

Observation 66869762-d884-4ced-a7c7-cd5668e87800 · outbound

This paper cites ROAD-Waymo: A Large-Scale Action Awareness Dataset for Autonomous Driving.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding ROAD-Waymo: A Large-Scale Action Awareness Dataset for Autonomous Driving

Reference 19

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local_arxiv, observed 2026-08-06T19:15:56.454572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.530074Z digest=sha256:806ed4039b6d5064c75d9c671373ee2a8986445589604d4f3d6b8304ef0a8089

Observation 312eff15-ef43-4eab-8270-9bbf460de6ca · outbound

This paper cites Textual explanations for self-driving ve- hicles.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Textual explanations for self-driving ve- hicles

Reference 20

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raw_fallback, observed 2026-08-06T19:16:00.407176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.649717Z digest=sha256:523f046bad90b794cd821851fcca7d6d4c6563c4d9f760e99ca37fcbea12aa66

Observation 036c0c0a-005f-49a5-a080-cdd862b711ae · outbound

This paper cites Learning hierarchical modular networks for video captioning.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Learning hierarchical modular networks for video captioning

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-06T19:16:00.252180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.699498Z digest=sha256:615a640b0bf23085e53e8cd86296adc0268a248c992054e70956ebdb351889f0

Observation ef5a778b-e72d-4a5f-9f8d-252a2bcc39e7 · outbound

This paper cites Automatic evaluation of machine translation quality using longest common sub- sequence and skip-bigram statistics.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Automatic evaluation of machine translation quality using longest common sub- sequence and skip-bigram statistics

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-06T19:16:00.099477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.772761Z digest=sha256:d82768cde5006d5ba523d680aa930eb6e62854bc66beece015cdb7ba6f63dbcc

Observation 1b6d1d58-7bd1-42ce-9ef8-4a50ab2f3e20 · outbound

This paper cites Swin- bert: End-to-end transformers with sparse attention for video 9 captioning.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Swin- bert: End-to-end transformers with sparse attention for video 9 captioning

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:59.925750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.820496Z digest=sha256:5cc40d0be9a1af6fbc7eee7a1c046c0816acaab3c88339b30e516fce0ed1b42b

Observation da708e17-d4ef-481b-b5c5-ccfa7c2724e2 · outbound

This paper cites Cross-modal causal relational reasoning for event-level visual question answer- ing.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Cross-modal causal relational reasoning for event-level visual question answer- ing

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:59.744926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.892898Z digest=sha256:8a112e6ad13b713d6457ddae04e18bcec3c3c281b3c198409fe98e522304a291

Observation 8b5cf959-bf80-4a92-a2e5-e81aae9ab809 · outbound

This paper cites Spatio-temporal pixel- level contrastive learning-based source-free domain adapta- tion for video semantic segmentation.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Spatio-temporal pixel- level contrastive learning-based source-free domain adapta- tion for video semantic segmentation

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:59.592783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:53.957464Z digest=sha256:19b051200374094ec0a612a63129e25d2b596fde8b94973911e8a4bff5bd0868

Observation 8df80fa6-841c-4ac0-9d8d-eed51ab677ad · outbound

This paper cites Llavilo: Boosting video moment retrieval via adapter-based multimodal modeling.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Llavilo: Boosting video moment retrieval via adapter-based multimodal modeling

Reference 26

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raw_fallback, observed 2026-08-06T19:15:59.434867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.018598Z digest=sha256:f3d32d197d66203047cc9b0b38ed2daaff6f632bebcd2e465cbd291f85953305

Observation fa48fc39-b120-4253-8ffe-447cd0d85699 · outbound

This paper cites Icsvr: Investigating compositional and syntactic understanding in video retrieval models.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Icsvr: Investigating compositional and syntactic understanding in video retrieval models

Reference 27

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raw_fallback, observed 2026-08-06T19:15:59.280031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.081336Z digest=sha256:f971869988286488f2efdd6b95fbe17cd6de187748eda98ad81f0bb44fbd33f6

Observation 75acad3b-7d49-4586-be85-06eccf90de14 · outbound

This paper cites Drama: Joint risk localization and captioning in driving.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Drama: Joint risk localization and captioning in driving

Reference 28

Resolution
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no resolver link, observed 2026-08-06T19:15:54.142836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:15:54.142836Z digest=sha256:7af926ecd59deb18bff77004494712f0fcb689ad12266cfb4d919bf5ec1e7b8b

Observation af2edada-4990-401f-8ce5-0bc77a322194 · outbound

This paper cites Lingoqa: Visual question answering for autonomous driv- ing.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Lingoqa: Visual question answering for autonomous driv- ing

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-06T19:15:59.146754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.205076Z digest=sha256:e0f3f92f29bac9f04dcd8ade698dad016defb96a5e8b9c33dcc14f9b8733250f

Observation 8eaed610-8a7f-4637-a4ab-dfc195e1a606 · outbound

This paper cites Query-dependent video representa- tion for moment retrieval and highlight detection.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Query-dependent video representa- tion for moment retrieval and highlight detection

Reference 30

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raw_fallback, observed 2026-08-06T19:15:58.999449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.268006Z digest=sha256:04ec647c243c17e163f76f4a82fe27cef59e9f3e0706294ab0ad9d467d2f48cf

Observation 0de4e240-8c09-44ba-a2a6-58d77b00490a · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Bleu: a method for automatic evaluation of machine translation

Reference 31

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no resolver link, observed 2026-08-06T19:15:54.333943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:15:54.333943Z digest=sha256:da3c1738ad6358f80b37637604fcae3c674cec493b7902b0b6bedb9517644da8

Observation 6b958ed7-0d40-4415-9aea-ac001b0267ce · outbound

This paper cites Causality.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Causality

Reference 32

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raw_fallback, observed 2026-08-06T19:15:58.815478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.392034Z digest=sha256:0f65f27a75818262d29e2b409bafc5ae4015c54b74253a0616268c90befd8111

Observation 0fbc6361-e44d-4f1e-8c4d-95bc4571c14d · outbound

This paper cites Modular Learning of Deep Causal Generative Models for High-dimensional Causal Inference.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Modular Learning of Deep Causal Generative Models for High-dimensional Causal Inference

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:15:56.313290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.452774Z digest=sha256:f0708feb067fc5b114b5da8cd32ea3a4eff353bb938019ff25c27605070ac893

Observation 6dc8d77b-3255-4585-92c4-b2bff229ab42 · outbound

This paper cites Clip4caption: Clip for video caption.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Clip4caption: Clip for video caption

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-06T19:15:58.668315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.513741Z digest=sha256:d2f54d5d82859524cf47a4fcfcb3ee42b9c69fe31b639b0a33fed957e8c53bb8

Observation feb098ee-39da-4e81-bdcf-6c8f634b6d7d · outbound

This paper cites Cider: Consensus-based image description evalua- tion.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Cider: Consensus-based image description evalua- tion

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T19:15:54.574799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:15:54.574799Z digest=sha256:3485eba77306320434df25432835b469432810f4f48e815bda8165cd94535572

Observation 8e73d360-1c84-4fc5-ac8d-65a3e63e56be · outbound

This paper cites Sequence to sequence-video to text.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Sequence to sequence-video to text

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:58.512611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.639691Z digest=sha256:25bde5a953844721f9dd7f1ddfa991c4bce0826c1b93b47401fa99125e115308

Observation 2e0f0f3b-4662-4617-a249-6721fd31ee13 · outbound

This paper cites Deconfounding causal inference for zero-shot action recognition.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Deconfounding causal inference for zero-shot action recognition

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:58.367986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.699040Z digest=sha256:b2625d1e604c60be2c737dab43aa8319a938086fd0a8e118bc451ce9700a8502

Observation 30b8abb7-4683-404d-9561-ee063b4d9ca9 · outbound

This paper cites Weakly- supervised video object grounding via causal intervention.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Weakly- supervised video object grounding via causal intervention

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:58.232681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.765633Z digest=sha256:13104532821b542de4bacdd283cb4556d1ff71e46654459c17869f65fe475661

Observation 82606f18-851c-4af0-8918-e1f7b9e75b31 · outbound

This paper cites Rac3: Retrieval-augmented corner case comprehen- sion for autonomous driving with vision-language models.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Rac3: Retrieval-augmented corner case comprehen- sion for autonomous driving with vision-language models

Reference 39

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:15:56.152954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.840851Z digest=sha256:d96cc3e8fbe3364dd599a32bd0a31f233e0568f32847f8997711db804722f2dc

Observation 9affc6dc-4edd-442c-bce0-b7523d5c5af6 · outbound

This paper cites Visual causal scene refinement for video question an- swering.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Visual causal scene refinement for video question an- swering

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:58.107868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.905112Z digest=sha256:621fe4c50a3ba0f8a104b553bba9362fd1003700b761c8b5e4245a1a5c27feb8

Observation 95e67e85-3683-40c8-9eb2-4c7234110ca1 · outbound

This paper cites Bridging the gap: A unified video comprehension framework for mo- ment retrieval and highlight detection.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Bridging the gap: A unified video comprehension framework for mo- ment retrieval and highlight detection

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:57.954692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:54.986106Z digest=sha256:2e5f8dec33f5e11fa83deb719abd8f6daeeb563b892ed8599e4a87961acf5aaa

Observation bfd72214-3e30-428f-b3f6-de1783938c66 · outbound

This paper cites Retrieval-augmented egocentric video captioning.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Retrieval-augmented egocentric video captioning

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:57.808237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:55.043092Z digest=sha256:31696a583a54b70b34538c5e01bd95cc3f3875630c5a1e5e848c7504c27c747a

Observation 462a7aec-368e-4131-b654-957751a05e3d · outbound

This paper cites Drivegpt4: Interpretable end-to-end autonomous driving via large language model.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Drivegpt4: Interpretable end-to-end autonomous driving via large language model

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:57.672526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:55.194858Z digest=sha256:4285d1304527a8e34eb29de2165ec82c0522738fb7d8b1ba58cdd9c01d49dd9a

Observation a8756662-d0f3-4695-a37d-f6a3fb4bab33 · outbound

This paper cites Prompt learns prompt: Exploring knowledge-aware generative prompt collaboration for video captioning.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Prompt learns prompt: Exploring knowledge-aware generative prompt collaboration for video captioning

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:57.555070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:55.301118Z digest=sha256:5f416e58273c36a9e981393b71bfe0a5b17f4c2d2d105432d361e80a04599841

Observation 61f4aff8-1ddd-4279-a54d-022e0a998088 · outbound

This paper cites Causal attention for vision-language tasks.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Causal attention for vision-language tasks

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:57.412920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:55.419088Z digest=sha256:5a990d9e9834e766ad2774048a94b30ecc10979df0c90aa64315a9bba1ed4405

Observation f5aee295-bc9f-4513-a243-d486342fcb1c · outbound

This paper cites Rag-driver: Gen- eralisable driving explanations with retrieval-augmented in- context learning in multi-modal large language model.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Rag-driver: Gen- eralisable driving explanations with retrieval-augmented in- context learning in multi-modal large language model

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T19:15:55.528946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:15:55.528946Z digest=sha256:cd3235c5fc1145ab98e75bae02b362fded9cf23157e9eba1c1bdfcb1646f151b

Observation 73eec33c-2fd0-4186-9717-925de6e64b7d · outbound

This paper cites Vision-language models for vision tasks: A survey.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Vision-language models for vision tasks: A survey

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:57.203793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:55.655076Z digest=sha256:6e52fb1427070b1e9524d357f40fd69e3875a00277f32ff9b0a81b089509d83f

Observation e312ab5e-73c3-4ef7-8f16-19a13624324a · outbound

This paper cites Causal inference with latent variables: 10 Figure 7.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Causal inference with latent variables: 10 Figure 7

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:15:56.951227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:55.734302Z digest=sha256:dbffa59bd370221e0b7bf9c427c8a34493c623035c55c5372cd51edfe0165237

Observation ea6f08e4-87bf-4d4c-b4ba-01dc38dd7cad · outbound

This paper cites an unresolved cited work.

MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:15:56.683905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T19:15:55.834763Z digest=sha256:269673fa8fe51cfd99899bc4006a97febefa2fccd3b778e583fcd30eb69f668a

Pith citing papers

No inbound Pith citation observations are available.