Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:53:55.888230Z
Paper Citation Record · LEDGER
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic
As of 18 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 1 inbound Pith citation observation for arXiv:2507.14743.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T17:09:57.040135Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T07:30:57.824322Z
Reference resolution
65 of 65 outbound references displayed
- verified exact0
- verified fuzzy48
- unresolved16
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4699f5bf-5abb-43e2-a73a-0113648e2ac9 · outbound
This paper cites Traffic violation detection system.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Traffic violation detection system
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:05.274980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 06b097f0-ff8e-4620-a358-14e3eb3eed8c · outbound
This paper cites Spice: Semantic propositional image cap- tion evaluation.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Spice: Semantic propositional image cap- tion evaluation
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:05.107108Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bc015735-3786-4b7a-97a1-bbab11443fbb · outbound
This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:49.139888Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43350c4a-bcd2-420f-87c8-b7c5d07116f3 · outbound
This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:04.887723Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b763add8-16e9-48f1-a7e1-9f10bda68f27 · outbound
This paper cites Visual content based video retrieval on natural language queries.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Visual content based video retrieval on natural language queries
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:04.554087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1d138fa3-6056-499b-871e-35e712538b66 · outbound
This paper cites Machine learning for autonomous vehicle’s trajectory prediction: A comprehen- sive survey, challenges, and future research directions.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Machine learning for autonomous vehicle’s trajectory prediction: A comprehen- sive survey, challenges, and future research directions
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:04.315351Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c82db557-5911-4634-8717-b3c0f892769b · outbound
This paper cites Videollama 2: Advancing spatial-temporal modeling and audio understanding in video- llms, 2024.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Videollama 2: Advancing spatial-temporal modeling and audio understanding in video- llms, 2024
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:49.632222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7229a03-ab06-44e6-8b7b-510321f20454 · outbound
This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:49.718713Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce382780-ea0b-4a60-bf9c-c690455386eb · outbound
This paper cites Recent ad- vances in connected and automated vehicles.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Recent ad- vances in connected and automated vehicles
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:04.049599Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ca8b3529-1815-46fd-8f16-caf7fa031578 · outbound
This paper cites A systematic re- view of traffic incident detection algorithms.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic A systematic re- view of traffic incident detection algorithms
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:03.828870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e40caa4c-4aff-4ed5-a39d-25758a3bd3fe · outbound
This paper cites Agqa: A benchmark for compositional spatio-temporal reasoning.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Agqa: A benchmark for compositional spatio-temporal reasoning
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:49.970540Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de53f94c-c323-4a34-b7b4-62a9914681f4 · outbound
This paper cites Venetianer, and Alan Lipton.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Venetianer, and Alan Lipton
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:03.525771Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 011307bc-fe22-4ae1-a153-de1405e75e77 · outbound
This paper cites Techniques of early incident detection and traffic monitoring centre in vanets: A review.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Techniques of early incident detection and traffic monitoring centre in vanets: A review
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:03.335811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f746664d-723d-498a-a8b6-ad9986d40d1f · outbound
This paper cites Adoption of artificial intelligence in smart cities: A comprehensive review.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Adoption of artificial intelligence in smart cities: A comprehensive review
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:03.125555Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 19b23659-48b5-4fe2-825f-606e02097fd3 · outbound
This paper cites Tgif-qa: Toward spatio-temporal reasoning in visual question answering.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Tgif-qa: Toward spatio-temporal reasoning in visual question answering
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:02.971720Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 265ed33a-954e-44eb-b241-50fa897458b3 · outbound
This paper cites High-resolution multi-source traffic data in new zealand.Sci- entific Data, 11(1):1216, 2024.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic High-resolution multi-source traffic data in new zealand.Sci- entific Data, 11(1):1216, 2024
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:02.799654Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0188582b-0aa0-412d-bdb3-cdcba7394859 · outbound
This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:50.665017Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aee2bf8f-c11d-412e-a857-e7d2b6e5d12a · outbound
This paper cites Coda: A real-world road corner case dataset for object detection in autonomous driving.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Coda: A real-world road corner case dataset for object detection in autonomous driving
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:02.623219Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bbca4762-c2b7-498e-a3aa-2785d393233a · outbound
This paper cites Rouge: A package for automatic evaluation of summaries.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Rouge: A package for automatic evaluation of summaries
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:02.405490Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4b10cf24-28b2-4954-a677-b2ba4f35d8f6 · outbound
This paper cites Improved baselines with visual instruction tuning, 2023.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Improved baselines with visual instruction tuning, 2023
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:02.245354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 19f90517-f1b2-4eb5-af5c-bfa13f95a8f0 · outbound
This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge, January 2024.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Llava-next: Im- proved reasoning, ocr, and world knowledge, January 2024
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:02.082138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fba8271b-eaf8-49ba-8cba-321f8d164fa9 · outbound
This paper cites Visual instruction tuning, 2023.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Visual instruction tuning, 2023
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:51.162515Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a407df50-d1e9-4921-8ea4-eb2f2ef6ca59 · outbound
This paper cites Largest: A benchmark dataset for large-scale traffic forecasting, 2023.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Largest: A benchmark dataset for large-scale traffic forecasting, 2023
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:01.891871Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a610c6ac-11ce-4b7d-bf94-691bf4b5b6e8 · outbound
This paper cites Utd19: Understanding traffic capacity of urban networks.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Utd19: Understanding traffic capacity of urban networks
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:01.763906Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cdecd6fa-6fc7-476e-adcb-06d7de572a36 · outbound
This paper cites Drama: Joint risk localization and captioning in driving.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Drama: Joint risk localization and captioning in driving
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:01.667127Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 32cd3723-e54d-46c7-9d85-6d4f8215a036 · outbound
This paper cites Lingoqa: Visual question answering for autonomous driv- ing.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Lingoqa: Visual question answering for autonomous driv- ing
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:01.518948Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6feeaad5-2943-4ab3-8d3b-7a882cb2129a · outbound
This paper cites Privacy-preserving pedestrian tracking with path image inpainting and 3d point cloud fea- tures.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Privacy-preserving pedestrian tracking with path image inpainting and 3d point cloud fea- tures
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:01.369210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 171e830d-48e8-479c-a5d9-2a664ee9e4a1 · outbound
This paper cites A review of artificial intelligence and machine learning for incident detectors in road transport systems.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic A review of artificial intelligence and machine learning for incident detectors in road transport systems
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:01.177826Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2fe0399b-7685-47b2-823b-08f93caf4408 · outbound
This paper cites Chaotic world: A large and challenging benchmark for human behavior under- standing in chaotic events.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Chaotic world: A large and challenging benchmark for human behavior under- standing in chaotic events
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:01.030622Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 84a8fd7e-a50b-40b2-945b-9c9572a04df1 · outbound
This paper cites Goucher, Adam Perelman, and Aditya Ramesh et al.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Goucher, Adam Perelman, and Aditya Ramesh et al
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:00.913590Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0e3fc612-eeea-4058-8c84-0409b5b03951 · outbound
This paper cites Bleu: a method for automatic evaluation of machine translation.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Bleu: a method for automatic evaluation of machine translation
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:52.189650Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b92f66c-f190-40cb-870c-12fdbd947443 · outbound
This paper cites Real- time road hazard information system.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Real- time road hazard information system
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:00.739667Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 55eac1d3-47f3-4a30-9920-664ee383cfd2 · outbound
This paper cites Traffic-Domain Video Question Answering with Automatic Captioning.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Traffic-Domain Video Question Answering with Automatic Captioning
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:52.479719Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 485f3401-f78b-454e-8e37-af48c86b8323 · outbound
This paper cites Nuscenes-qa: a multi-modal visual question answering benchmark for autonomous driving scenario.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Nuscenes-qa: a multi-modal visual question answering benchmark for autonomous driving scenario
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:00.478641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 847463df-7131-4059-937e-d591483898df · outbound
This paper cites Shenoy, and Shanta Rangaswamy.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Shenoy, and Shanta Rangaswamy
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:54:00.248241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8d8eba2b-3407-4aba-8fef-9065e3babf2d · outbound
This paper cites Find and focus: Retrieve and localize video events with natural language queries.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Find and focus: Retrieve and localize video events with natural language queries
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:59.960644Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4eb17dd6-3676-450c-be36-53fe8366ffac · outbound
This paper cites Vishnu, and C.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Vishnu, and C
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:59.704830Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bcea2d96-461a-428d-bce5-d7f7a744bc27 · outbound
This paper cites MovieChat+: Question-aware Sparse Memory for Long Video Question Answering.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic MovieChat+: Question-aware Sparse Memory for Long Video Question Answering
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:52.956161Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f491589-4d5f-45d7-9449-0e0745b84da8 · outbound
This paper cites Movieqa: Understanding stories in movies through question- answering.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Movieqa: Understanding stories in movies through question- answering
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:53.039005Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f21876a9-e868-48ea-8b71-ce75934764bf · outbound
This paper cites an unresolved cited work.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T15:53:59.491019Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 65c1bf18-acd5-47b1-a75f-d9a622bde107 · outbound
This paper cites Cider: Consensus-based image description evalua- tion.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Cider: Consensus-based image description evalua- tion
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:53.224798Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de6f2da6-2382-48cd-bf49-57e85c13a2ca · outbound
This paper cites Eyes on the road: State-of-the-art video question answering models assessment for traffic mon- itoring tasks, 2024.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Eyes on the road: State-of-the-art video question answering models assessment for traffic mon- itoring tasks, 2024
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:59.293527Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b034c943-e3d9-4ee3-a989-d2f317eca8dc · outbound
This paper cites Omnivid: A generative framework for universal video understanding.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Omnivid: A generative framework for universal video understanding
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:59.120068Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 971c742f-5ae8-41e5-a4e4-873ba5bf2ba7 · outbound
This paper cites Qwen2-vl: Enhancing vision-language model’s perception of the world at any resolution, 2024.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Qwen2-vl: Enhancing vision-language model’s perception of the world at any resolution, 2024
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:58.954782Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 31c97622-c323-4eb9-82eb-f07545852dd1 · outbound
This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:53.681329Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd965cf1-4793-44c8-9b71-6bfdcfe742e1 · outbound
This paper cites STAR: A Benchmark for Situated Reasoning in Real-World Videos.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic STAR: A Benchmark for Situated Reasoning in Real-World Videos
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:53.840655Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a9cd87f-d0da-4e09-b2e4-8c18a9b51f88 · outbound
This paper cites Msr-vtt: A large video description dataset for bridging video and language.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Msr-vtt: A large video description dataset for bridging video and language
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:53.929328Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aef00ed7-b77c-4314-9788-733a4a2f54b3 · outbound
This paper cites Sutd-trafficqa: A question answering benchmark and an efficient network for video rea- soning over traffic events.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Sutd-trafficqa: A question answering benchmark and an efficient network for video rea- soning over traffic events
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:58.820338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2922cb51-5bc0-4185-9865-ef7946be51cf · outbound
This paper cites Egocentric video task translation.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Egocentric video task translation
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:58.679026Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 97903f35-af80-4bfd-808a-48899ae85486 · outbound
This paper cites A data-driven rule-based system for china’s traffic acci- dent prediction by considering the improvement of safety ef- ficiency.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic A data-driven rule-based system for china’s traffic acci- dent prediction by considering the improvement of safety ef- ficiency
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:58.541338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9c8b3a6a-fcf0-44ce-857a-9ddef17580a6 · outbound
This paper cites Activitynet-qa: A dataset for understanding complex web videos via question answering.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Activitynet-qa: A dataset for understanding complex web videos via question answering
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:58.391112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7341e1b2-67e9-4fd4-beda-03d71682c418 · outbound
This paper cites Llava- next: A strong zero-shot video understanding model, April.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Llava- next: A strong zero-shot video understanding model, April
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:58.273903Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a55470e9-e209-428d-8be4-0ef2483340c7 · outbound
This paper cites TUMTraffic-VideoQA: A Benchmark for Unified Spatio-Temporal Video Understanding in Traffic Scenes.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic TUMTraffic-VideoQA: A Benchmark for Unified Spatio-Temporal Video Understanding in Traffic Scenes
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:53:54.795462Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2c559b1-fc52-4fc8-ade9-c62a100785cd · outbound
This paper cites 5g- enabled v2x communications for vulnerable road users safety applications: a review.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic 5g- enabled v2x communications for vulnerable road users safety applications: a review
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:58.109766Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2daa3637-c669-4a26-81fe-1bfeec7678f6 · outbound
This paper cites an unresolved cited work.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Unresolved cited work
Reference 55
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-06T15:53:58.001385Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8a9d5a71-8c88-4404-ac4f-b1dc56077ef3 · outbound
This paper cites Questions must be answerable using the clip alone.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Questions must be answerable using the clip alone
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:57.877792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4c3e52b9-47ce-4192-894f-aa375089bc07 · outbound
This paper cites clip_videos_0 TAXONOMY & EXAMPLES:.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic clip_videos_0 TAXONOMY & EXAMPLES:
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:57.716922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4931b4dd-3a39-4a05-a0f6-b23293dd8f0b · outbound
This paper cites Example: Question: Is there a blue bus in the scene? ; Answer: Yes, a blue bus is stopped in the middle lane.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Example: Question: Is there a blue bus in the scene? ; Answer: Yes, a blue bus is stopped in the middle lane
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:57.576891Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation aad2ec96-1ecf-4721-90b4-161168e5b98e · outbound
This paper cites Example: Question: How many white cars are visible at 0–2 s? ; Answer: Four white cars.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Example: Question: How many white cars are visible at 0–2 s? ; Answer: Four white cars
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:57.372624Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 92d00884-7273-4758-aaeb-8f400de490d9 · outbound
This paper cites Example: Question: Did any vehicle run the red light before the pedestrian crossed?; Answer: Yes, a black sedan did at 0.9 s.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Example: Question: Did any vehicle run the red light before the pedestrian crossed?; Answer: Yes, a black sedan did at 0.9 s
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:57.173541Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 10679e98-1228-425b-8cd9-01a6eaf7f3cd · outbound
This paper cites Example: Question: Which occurred first: the cyclist entering the bike lane or the tram moving?; Answer: The cyclist entered first.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Example: Question: Which occurred first: the cyclist entering the bike lane or the tram moving?; Answer: The cyclist entered first
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:56.968834Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d6e960f2-2856-4fb6-b986-d9a0268fc7df · outbound
This paper cites Example: Question: Is it true that no black car turned onto the bike lane? ; Answer: False; one black car did turn at 0.9 s.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Example: Question: Is it true that no black car turned onto the bike lane? ; Answer: False; one black car did turn at 0.9 s
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:56.820840Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c57d30cb-10da-471a-a564-e1a0c77bfdf9 · outbound
This paper cites video questionnaire.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic video questionnaire
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:56.662445Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0c301c8b-63a0-4038-a9eb-72f5ec002d38 · outbound
This paper cites Each frame is tiled, super-resolved ( ×2 Real-ESRGAN) and fed to YOLOv8-small (person class) and a fine-tuned licence- plate detector.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic Each frame is tiled, super-resolved ( ×2 Real-ESRGAN) and fed to YOLOv8-small (person class) and a fine-tuned licence- plate detector
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:56.451113Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f0380981-835f-4c81-b114-e69e9e78bfbd · outbound
This paper cites irreversible.
InterAct-Video: Reasoning-Rich Video QA for Urban Traffic irreversible
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T15:53:56.276841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Pith citing papers
Observation bd488c09-57dd-4271-bfa8-28f4ef8995e1 · inbound
CrashSight: A Phase-Aware, Infrastructure-Centric Video Benchmark for Traffic Crash Scene Understanding and Reasoning cites this paper.
CrashSight: A Phase-Aware, Infrastructure-Centric Video Benchmark for Traffic Crash Scene Understanding and Reasoning InterAct-Video: Reasoning-Rich Video QA for Urban Traffic
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T07:30:57.829507Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.