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Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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:bb7a24300f109f603652374049a015a68923ea43f9ac1ee3c6754c421cedc523

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:dff72e470caded636f1143ae87a733102267308b5ad0d5c507f5312c27eb5a89

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=sha256:28fdccf86a7b523df08ff03e200069e461df449c1c667e9efb4c7ca3b1bd110c

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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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:52.082107Z digest=sha256:5cdb9a9a75878c488a33fc63efc02b45894c8fb15674d78de49916d286161aff

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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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:52.215115Z digest=sha256:2ede5db6b2b2c0d06071c307e38568fd386f83a93a8efd3d6c71f71520c2a1fa

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:52.328341Z digest=sha256:ae23699d06e803a81ae0792da92173147494ff289dd6296305b0b2ca469e8ab2

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=sha256:59d0a6fab99e888ce5912016edde1c073044006634a251bbe1a04e52f1c92ecd

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:52.522416Z digest=sha256:ab52708eab21bca9e1af63357e50bbd0d91579972ed68fe753528f438a1fb43d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:52.611203Z digest=sha256:447c1bac84c0a7b20f1a42cc6d86543f29afdf23571a56aa83c5d3eb9c86d3a9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:52.730614Z digest=sha256:9a09fbcebc8599860f7293e03871e3882fb1eb1db23e4a6423d3e34edf6ebcd0

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=sha256:064e7ce6b91f8f54aceb03ce630192657222d29dd1729a5a9cd73c645cd3b09a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:52.979990Z digest=sha256:1cea6688b16db018b2fd5afb32b52d26e4ab89d2521f9d7d760a97538facd812

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.060296Z digest=sha256:2d87f580e543321c70c6de0168c0fb9b80cd2d21ff96949e6413ce64a9351377

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.164839Z digest=sha256:d539233eab3fb9b7ec73ae136bdbce99309b9b59527aeaa3f0c54512d9ddcc4f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.291205Z digest=sha256:e1f3311728afee2ddd51889ef77bdd44ab1968dc81059781952db32aad7abb45

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.415582Z digest=sha256:72c543a3ebdda685d4bc16493ddee2f83014c19800f5861f9dd4e0a5db98720d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.530074Z digest=sha256:edfdc6ece1afddaa29d97b5222a0c8718fb5ad8a872cbd2a908b1d71353c07a8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.649717Z digest=sha256:1cb0de57ea22a09a8110b88c2d6c545406d38f9258a639265fc97be27f1980fb

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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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.699498Z digest=sha256:8b3421cb7b163f2e17bdec8ce0641a6785bc991c8cc5e14571fc353035338a1c

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
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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.772761Z digest=sha256:ae6b540d0734f49fccfe9cd19746c77e250a3e691a628d4c9de955a75076d67b

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.820496Z digest=sha256:17806b6fa2da3e12fb6492e6278584b048b27d903572989e123b79dd3579ede9

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.892898Z digest=sha256:6c7743d25d5c849cce94dcaa43192db91d02066614dac79737e2d5a6fddd8489

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:53.957464Z digest=sha256:ac1579af176c25481455f422ec0e70f92668b0fadd35558f0004fd8df0e6393b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.018598Z digest=sha256:94a40e56f58d21e58707700c70a8a43774a5f880e7b5434fa0ffde8338322793

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.081336Z digest=sha256:5131e85d04620f6e7950580b8f3e8fd0afbffa9a2ee832555bae879d74aa0b7d

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

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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=sha256:2e080a2ab7ca94bfd0ec2c1b09b80acc918ce693d9d372689d4d9f12e90833bc

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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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.205076Z digest=sha256:d2ea48f4635e405b31b59f0ad74c62105418da27ed4115ff51bd347cb1f2a0f2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.268006Z digest=sha256:349206ff1faaf5445af0b07740f4df053684be2438c0659ccec0981a32332804

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:fa0446b2bcf4744485e9d6a87aff2727af4130eee7098a48541f4b7c468bdbfe

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.392034Z digest=sha256:393df99c563b0a82b266d0e66186cc434550d3e88d3de8e29dcbaf5cf8d79213

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 2026-08-18T06:34:40.430872+00:00.

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.513741Z digest=sha256:396de319301494a69bfbb29af32bac19834e8d936a51396e7f4f0260c8e3f0c4

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:f772c7b0714ac44a94dec80f5e19538576bb6e305927645b050099621a9f5ef3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.639691Z digest=sha256:1a26146527470476bcc72ad0eca89a28262dfcfe5a3ba5f137fa14e30981020f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.699040Z digest=sha256:cd8839df574a034595885cfaaaea143d3b75f60178a5da6f7e258dd5bdc5b0b8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.765633Z digest=sha256:7eeb4e53b7ba1a38fe6d1ba62e554b99a6d6f12289902012169c0676982aeada

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.840851Z digest=sha256:e03eef0b543d4efc94d04a55646a205a11e91c72a26f604b8e0c168bff17cd00

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.905112Z digest=sha256:b763b980e6c61609afc1ea4844412e548fb6922c3529f9d4c4d05565ff3d0f60

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:54.986106Z digest=sha256:2a3bc6491bfb59491ac114c2793119b79c09e3a71bccd34d1bc528f0ba5ace64

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:55.043092Z digest=sha256:e3e000845f6dc747a2e3fe7518be5c0799888f0e982a366e34f62ff2f29a4681

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:55.194858Z digest=sha256:3a1db2a5234271e13f0809e8c009b6149bd1c74ebc5561a857dfab4189717ed8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:55.301118Z digest=sha256:ddce2f3280812799515bbc60812b11eee8985c87590ba6161aab9bf2b909788f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:55.419088Z digest=sha256:c286b2f301bdff98d4216f031f9de5103a1ae5bf7bd983edb1d58fb7cb9e1c1f

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=sha256:005708f36406279f37f139d73ecab50ec0e3e88a66aea2c1b8737ecd0f54e83a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:55.655076Z digest=sha256:c0898104f81846eed5a7c787a14f97c8d764dd682c4752cfbef41d176c1b5653

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:55.734302Z digest=sha256:293a36ad0e9fa9c65bd7911ca1ad0d3d5098a6a5076ae005afe4820555f81b60

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T19:15:55.834763Z digest=sha256:e6084f3f604e021a6b5bbe61c3bcf55c7dc75fcdbf22ceb1c57e2f6ccdf6c33f

Pith citing papers

No inbound Pith citation observations are available.