Pith. sign in

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 2026-08-07T06:34:17.273281+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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:02.118591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:51.693713Z digest=sha256:dc06beb53fc60440298ff292adb2f885e96d356f9f864c5a57f64003d703aec6

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:51.767952Z digest=sha256:e4be506d42d1fcfbb801aa747fd8e6113d277332306b0274e1d9f759b1ed5449

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

Resolution
unresolved
no resolver link, observed 2026-08-06T19:15:51.856249Z

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

Resolution
unresolved
no resolver link, observed 2026-08-06T19:15:51.936727Z

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

Resolution
unresolved
no resolver link, observed 2026-08-06T19:15:52.022860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:52.082107Z digest=sha256:8a022440f80f2a7c802059723b1a8d909c8e7e439fb327a8e598885744172907

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:01.665888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:52.215115Z digest=sha256:2f1e487ea796c721c874d5131cebb2d789258294c38c58ccf849c352db678213

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:01.502522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:52.328341Z digest=sha256:fed593c4c770b4a0f303acf1c1abbb4d84193ec316c1661799cb93c41d0c73b9

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

Resolution
unresolved
no resolver link, observed 2026-08-06T19:15:52.438880Z

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:52.522416Z digest=sha256:0584a974fabbc71a5f00d39b7d4a38baf69607700b0a42d800cee3b0c31037d0

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:01.286301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:52.611203Z digest=sha256:241a4070b1b0393c48b20515624f9c8830fef2fabc6798bc3a6126ff7c871f8e

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:52.730614Z digest=sha256:7f8997df66c37b7bb0ff7f1806fea48c96d409157474336413a1739a466d2419

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

Resolution
unresolved
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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:52.979990Z digest=sha256:b636b937da872d1ceaff493cc2e66173edc4f653502eb27ab799157d267ee098

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.060296Z digest=sha256:a769a48f7e09fef34d2e849ee7ce20687a8236be73f018252eb451501265c49d

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.164839Z digest=sha256:b4029fbb9feab60c9824aa6a6e1148245f47680677d9b1b565af29f3cfa17b41

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:00.681506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.291205Z digest=sha256:54a977b910c90cdb6b01676f70ef6233a64b8bc08d17c3f0be0de697fd1bf59a

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.415582Z digest=sha256:6d0bb9d09a1ee751e8b442d6c1b7afaf8c7907f963e436482e644e66821971b8

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

Resolution
verified exact
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.530074Z digest=sha256:ed8e096b958fd108e660a2152ee37fefbcca935130c56efb73679d059c6d0cb1

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.649717Z digest=sha256:f266dfb9edd64f7ed14cdcabd415edbc2dd550727dcb2c4e42020a1e9be091a9

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.699498Z digest=sha256:56b1484d48cdd716903949fc660be3466646a9f72c9579435ef9e22c6791c9a5

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.772761Z digest=sha256:fa29d507f3e335f9e32c30b9e68f28d2972559e99cde712f51490204db7e8bec

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.820496Z digest=sha256:16e5239f8a2bbd224247804c4d3b7a8a2ddbc2b4f446394287b066c4bd145a1d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.892898Z digest=sha256:75eb11e88c23507fe900d28e60e88cea07fade9af852b67bbb59b4de26b98bf1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:53.957464Z digest=sha256:11c50d4d16ad42cb9352f57333951a1a45c29f327b871e0e08ab1b487515227e

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.018598Z digest=sha256:72e2ec32d5535b58f02d7df1b80582292f97d80584bead5524a921a1717abb20

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.081336Z digest=sha256:a294f555af61e53ef1ab103bf71c39480fa3dc963f645ec0efd906466f9bfb8e

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
unresolved
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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.205076Z digest=sha256:ae465edabc32cc683757ac77703d988f3ed420de4ac9916251c9415550653c47

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.268006Z digest=sha256:f927a45d1509d62b6a6326283054fe7893d4ff156ba9c5df99b891093d633bf6

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

Resolution
unresolved
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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.392034Z digest=sha256:00dd6ad6420b80b98f5a1021d63253ac351d1437101badcef14560caf90e6063

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.452774Z digest=sha256:7aac395e3b113f824378e662a5e88e4e8e5694cf8904211658835cd2fd0aca36

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.513741Z digest=sha256:df7e6572c1c087a7953e2318bc9628b2247c5a0f0b95f7ae6013bc7c4b4cce1a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.639691Z digest=sha256:5e493017c1b152738d34eece85782b3176ce5b8bfaa66658242a677d45b51012

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.699040Z digest=sha256:e6ea07582ab2d2c5620d7a0b4f70b54856363ab57e27b19385126cd09d00ec02

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.765633Z digest=sha256:27411d6ed62525564239cc06e1568599e64b5814f80cfc2d6ca3341226e4dad2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.840851Z digest=sha256:566f1ae6a9000fe63241bab38c082409c4a064f43124a5f1cd309678dd3ab875

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.905112Z digest=sha256:2a1e9b35c88352ec6397cd7c349788c36f5c0f8ef0b21fee8cc76e61f9301c0e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:54.986106Z digest=sha256:6e349abb9f3db2c1b515795464f4d7abebb2b88f9c4b9ae1f8f9586b3c747a06

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:55.043092Z digest=sha256:a2a172bbc40f12364dfae15c30344ffff6fc239a1ab74c37efa3b5bbdfce38ba

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:55.194858Z digest=sha256:ebb01d78b19d40164152034a43bb7a93200c29c41890fdde3e690b2144ca26f1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:55.301118Z digest=sha256:c2644faf2ffdad49562b63fb65b789a5307abf2136d981884b365d3230e478f2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:55.419088Z digest=sha256:d623006d49bde6d8db7a8fb756cc8277ea5aebdb8430d744b73f290a559bb3b0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:55.655076Z digest=sha256:dc097a0f03079d74aa4a78e7ef47dc7e1a9ea66b4247bb8a5573587277efa5d5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:55.734302Z digest=sha256:97a77b4080ea2ad4d03fb43359d039ad1b6f6e437237ae840c13c19a6fa1b5c0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:15:55.834763Z digest=sha256:56d91f0998c4f32c2fa7e41b67dfcc09bdf73c60f5085897406eaa4fb0052330

Pith citing papers

No inbound Pith citation observations are available.