Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:54:19.856159Z
Paper Citation Record · LEDGER
Unsupervised Transcript-assisted Video Summarization and Highlight Detection
As of 20 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2505.23268.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
26 of 26 outbound references displayed
- verified exact0
- verified fuzzy22
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 255ca5ff-7fb4-4850-be8d-db87a2bb0e1a · outbound
This paper cites Align and attend: Multimodal summarization with dual contrastiv e losses,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Align and attend: Multimodal summarization with dual contrastiv e losses,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:25.528941Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6e930162-5b9e-46fd-bbd3-55ae43317b2f · outbound
This paper cites Clover: T owards a unified video-language alignment and fusion model,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Clover: T owards a unified video-language alignment and fusion model,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:25.313406Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 37a123c6-8d8f-45e2-9e3d-cf28bb2b2ff3 · outbound
This paper cites SUSiNet: See, understand and summarize it,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection SUSiNet: See, understand and summarize it,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:25.093946Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b95352db-86b7-431a-b4c9-d784454a8592 · outbound
This paper cites UMT: Un ified multi-modal transformers for joint video moment retrieval and highlight detection,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection UMT: Un ified multi-modal transformers for joint video moment retrieval and highlight detection,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:24.873048Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b18d4533-263d-4070-8ab2-c6c5b36c6e65 · outbound
This paper cites CLIP-it! la nguage-guided video summarization,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection CLIP-it! la nguage-guided video summarization,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:24.575792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation eed8a926-2057-4442-8544-0f509613b852 · outbound
This paper cites Creating summaries from user videos,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Creating summaries from user videos,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:24.373861Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 45204a32-4423-49fc-9ad1-098b3bba9675 · outbound
This paper cites TVSum: Summarizing web videos using titles,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection TVSum: Summarizing web videos using titles,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:24.135808Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e7d54eac-11c2-4a59-a3f9-22799e0ee230 · outbound
This paper cites Deep reinforcement learning for uns upervised video summarization with diversity-representativeness reward,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Deep reinforcement learning for uns upervised video summarization with diversity-representativeness reward,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:23.948873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b50f2ff4-c28b-4b04-9487-0885bc7b84bd · outbound
This paper cites Summarizing videos using concentrated attention and considering the un iqueness and diversity of the video frames,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Summarizing videos using concentrated attention and considering the un iqueness and diversity of the video frames,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:23.704468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e77ff443-b4d3-477e-aa60-56085cc752ce · outbound
This paper cites TL;DW? Summarizing Instructio nal Videos with Task Relevance and Cross-Modal Saliency,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection TL;DW? Summarizing Instructio nal Videos with Task Relevance and Cross-Modal Saliency,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:23.487700Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 55f3bec8-60de-408a-881d-0d810d202a93 · outbound
This paper cites Rethinkin g spatiotem- poral feature learning: Speed-accuracy trade-offs in vide o classification,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Rethinkin g spatiotem- poral feature learning: Speed-accuracy trade-offs in vide o classification,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:23.276417Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9d8e2308-f7ff-452b-bd09-0dece83de2df · outbound
This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:18.964559Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f372dae-3bed-4e7b-80a0-5702f1a0bce0 · outbound
This paper cites AREDSUM: Adaptive redundancy-aware iterative sentence ranking for extracti ve document summarization,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection AREDSUM: Adaptive redundancy-aware iterative sentence ranking for extracti ve document summarization,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:23.095873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cff0ff2b-9299-4c67-88a8-4af7ca625b7f · outbound
This paper cites Attention is all you need,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Attention is all you need,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:22.903832Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 701e8788-8a6e-4869-bdc3-bb00788978c6 · outbound
This paper cites VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:19.140326Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5254dac2-47db-4fad-a325-79a852aafcc6 · outbound
This paper cites Simple statistical gradient-followi ng algorithms for connectionist reinforcement learning,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Simple statistical gradient-followi ng algorithms for connectionist reinforcement learning,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:22.639669Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a98664f6-bc7e-442c-ae1b-07415d1cbf90 · outbound
This paper cites Adam: A method for stochastic opt imization,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Adam: A method for stochastic opt imization,
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:19.241770Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58d02cb6-099b-4849-8583-bff9ff7666aa · outbound
This paper cites Abstractive text summarization using sequence-to-seque nce RNNs and beyond,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Abstractive text summarization using sequence-to-seque nce RNNs and beyond,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:22.405014Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 61934291-2a83-4dc6-9eb2-afc055363ec3 · outbound
This paper cites HowTo100M: Learning a text-video embedding by watching hu ndred million narrated video clips,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection HowTo100M: Learning a text-video embedding by watching hu ndred million narrated video clips,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:22.235780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a23ffb87-3931-4893-8939-5b73da35ad07 · outbound
This paper cites Mr. HiSum: A large-scale data set for video highlight detection and summarization,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Mr. HiSum: A large-scale data set for video highlight detection and summarization,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:22.019824Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 75c4784f-b26e-4d75-83ae-6f872e9962c4 · outbound
This paper cites Reth inking the evaluation of video summaries,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Reth inking the evaluation of video summaries,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:21.831846Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 72018b24-f092-453f-bdfc-639cb90eaf01 · outbound
This paper cites Zwillinger and S.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Zwillinger and S
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:21.598933Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e035518a-dc10-473d-bac5-0deeccae4290 · outbound
This paper cites The treatment of ties in ranking problem s,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection The treatment of ties in ranking problem s,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:21.180234Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 245fb392-2849-4c05-a7e9-de4e43be91e6 · outbound
This paper cites Cate gory-specific video summarization,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Cate gory-specific video summarization,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:20.866198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation eb81ee09-0ff3-4f1d-b697-77588af1849d · outbound
This paper cites WikiHow: A Large Scale Text Summarization Dataset.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection WikiHow: A Large Scale Text Summarization Dataset
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:19.775314Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b59550b-3d56-4209-82fb-6d6801571aac · outbound
This paper cites COG N- IMUSE: a multimodal video database annotated with saliency , events, semantics and emotion with application to summarization,.
Unsupervised Transcript-assisted Video Summarization and Highlight Detection COG N- IMUSE: a multimodal video database annotated with saliency , events, semantics and emotion with application to summarization,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:54:20.479050Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
No inbound Pith citation observations are available.