Paper Citation Record · LEDGER

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge

As of 19 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2506.03171.

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

pith.paper-citation-record.v1
2506.03171 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:04:29.255811Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

31 of 31 outbound references displayed

verified exact0
verified fuzzy30
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5c8da2a-fdb4-404a-a382-dc6e99f66e2a · outbound

This paper cites Security in cloud computing: Opportunities and challenges.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Security in cloud computing: Opportunities and challenges

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:34.651637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 69c510b4-afc1-4671-b521-13c103346b31 · outbound

This paper cites Speednet: Learning the speediness in videos.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Speednet: Learning the speediness in videos

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:34.461065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c3cd23a6-9bdb-47be-be4f-b5ed7d013789 · outbound

This paper cites A multimodal hy- perlapse method based on video and songs’ emotion align- ment.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge A multimodal hy- perlapse method based on video and songs’ emotion align- ment

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:34.310078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 232291cf-8926-4da1-a3c6-df36419b9d35 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Imagenet: A large-scale hierarchical image database

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:34.203328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 29ad5564-95f3-4f0a-ab6a-0e625f89f0ec · outbound

This paper cites Video summarization by learning submodular mixtures of objec- tives.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Video summarization by learning submodular mixtures of objec- tives

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:34.050591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3b47e3ee-061e-40f1-84ff-269b438ba16b · outbound

This paper cites Squeeze-and-excitation net- works.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Squeeze-and-excitation net- works

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:04:27.367341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e908f99-6f9c-454c-b3ec-9e90457c3d87 · outbound

This paper cites Huang and H.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Huang and H

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:33.892909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5689248b-80de-4663-b4a9-a88d32e2951d · outbound

This paper cites Ffnet: Video fast-forwarding via reinforcement learning.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Ffnet: Video fast-forwarding via reinforcement learning

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:33.771012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 583c91c8-bf96-4e98-98be-2255ce3b4321 · outbound

This paper cites A generic framework of user attention model and its application in video summarization.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge A generic framework of user attention model and its application in video summarization

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:33.612125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e2e19c85-9e6e-4275-bece-0a3a14cb2526 · outbound

This paper cites Rotate to attend: Convolutional triplet attention module.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Rotate to attend: Convolutional triplet attention module

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:33.432701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9053c0fd-8924-4f77-971e-1e66ffb71930 · outbound

This paper cites Client-driven person- alized trailer framework using thumbnail containers.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Client-driven person- alized trailer framework using thumbnail containers

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:33.343597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0293f1c8-81bd-47c3-9a52-ab7ae078a3fa · outbound

This paper cites Ltc- sum: Lightweight client-driven personalized video summa- rization framework using 2d cnn.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Ltc- sum: Lightweight client-driven personalized video summa- rization framework using 2d cnn

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:33.233009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f759ce5e-01ee-49e4-814c-53f1485338a3 · outbound

This paper cites Frc-gif: Frame 5 ranking-based personalized artistic media generation method for resource constrained devices.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Frc-gif: Frame 5 ranking-based personalized artistic media generation method for resource constrained devices

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:33.057644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 481057b3-1cda-4be0-84e7-2e73c93136b0 · outbound

This paper cites Per- sonalized semantic fast-forward videos for next generation streaming platforms, 2025.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Per- sonalized semantic fast-forward videos for next generation streaming platforms, 2025

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:32.912610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f92cd5a4-4d98-423a-bd99-301c152eed20 · outbound

This paper cites Generating personalized summaries of day long egocentric videos.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Generating personalized summaries of day long egocentric videos

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:32.797861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fcf4e598-44d5-4a7b-bfba-15e01d37e047 · outbound

This paper cites Video summarization and scene detection by graph modeling.IEEE Transactions on circuits and systems for video technology , 15(2):296–305, 2005.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Video summarization and scene detection by graph modeling.IEEE Transactions on circuits and systems for video technology , 15(2):296–305, 2005

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:32.651474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 971d8961-8c0c-4c5b-9f73-d55b557adc7e · outbound

This paper cites Clip-based similarity measure for query-dependent clip retrieval and video sum- marization.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Clip-based similarity measure for query-dependent clip retrieval and video sum- marization

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:32.504462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aaf6dfda-4c81-4d1c-ad2c-198d8cfb84d6 · outbound

This paper cites Enhancing video summarization via vision-language embed- ding.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Enhancing video summarization via vision-language embed- ding

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:32.397157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6a9952bd-b5f9-437f-91fe-9fadc7c06843 · outbound

This paper cites Category-specific video summarization.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Category-specific video summarization

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:32.177859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5d79cdcf-dcbc-4fbd-8b7d-84ee5a0a7960 · outbound

This paper cites Personalizing fast-forward videos based on visual and textual features from social net- work.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Personalizing fast-forward videos based on visual and textual features from social net- work

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:31.916455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 27152437-d1f3-421a-9aeb-a507de8c2fef · outbound

This paper cites Query- focused video summarization: Dataset, evaluation, and a memory network based approach.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Query- focused video summarization: Dataset, evaluation, and a memory network based approach

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:31.613666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 30520f2e-acc2-4322-bbd4-3ecd4a839b8c · outbound

This paper cites A sparse sampling-based framework for semantic fast-forward of first-person videos.IEEE Trans- actions on Pattern Analysis and Machine Intelligence, 43(4): 1438–1444, 2020.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge A sparse sampling-based framework for semantic fast-forward of first-person videos.IEEE Trans- actions on Pattern Analysis and Machine Intelligence, 43(4): 1438–1444, 2020

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:31.397344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b9b2b4f9-94e4-434e-8d5d-0ac921de1a01 · outbound

This paper cites Tvsum: Summarizing web videos using titles.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Tvsum: Summarizing web videos using titles

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:31.165766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0580e87d-4201-4c77-8123-b8da0dd950f1 · outbound

This paper cites To click or not to click: Automatic selection of beautiful thumbnails from videos.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge To click or not to click: Automatic selection of beautiful thumbnails from videos

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:30.969850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3266b856-0543-4c25-92c9-cc9d3390775a · outbound

This paper cites Efficientnetv2: Smaller mod- els and faster training.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Efficientnetv2: Smaller mod- els and faster training

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:30.647319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7971ea4b-4649-47c5-9c8c-31eb4a69be0f · outbound

This paper cites Per- sonalized egocentric video summarization of cultural tour on user preferences input.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Per- sonalized egocentric video summarization of cultural tour on user preferences input

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:30.315033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8087ab8d-b991-46b3-aef9-36bd14632b69 · outbound

This paper cites Future of tv distribution: A report prepared by the university of exeter with the university of leeds, mtm, 3 reasons and real wireless.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Future of tv distribution: A report prepared by the university of exeter with the university of leeds, mtm, 3 reasons and real wireless

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:30.070317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation af0bd562-ea89-47b9-ac3f-b010e9f06b68 · outbound

This paper cites Video personalization in resource-constrained multimedia environ- ments.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Video personalization in resource-constrained multimedia environ- ments

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:29.849071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4e85d4aa-8fc3-4513-9928-8d603685519e · outbound

This paper cites Gaze-enabled egocentric video summarization via constrained submodular maximiza- tion.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Gaze-enabled egocentric video summarization via constrained submodular maximiza- tion

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:29.662257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a1d6eb34-5dc5-4cd8-b654-d62b947b2a5c · outbound

This paper cites Personalized video adaptation based on video content analysis.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge Personalized video adaptation based on video content analysis

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:29.534162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a0139bf4-494c-4a3f-ad30-153e45e0670c · outbound

This paper cites En- coded semantic tree for automatic user profiling applied to personalized video summarization.

EdgeVidSum: Real-Time Personalized Video Summarization at the Edge En- coded semantic tree for automatic user profiling applied to personalized video summarization

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:04:29.373285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.