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Paper Citation Record · LEDGER

HierSum: A Global and Local Attention Mechanism for Video Summarization

As of 21 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2504.18689.

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

pith.paper-citation-record.v1
2504.18689 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:16:14.511623Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

65 of 65 outbound references displayed

  • verified exact1
  • verified fuzzy42
  • unresolved21
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05e2ee01-a5bf-4bd4-9cdd-e71f7f2fa8d2 · outbound

This paper cites End-to-End Multimodal Representation Learning for Video Dialog.

HierSum: A Global and Local Attention Mechanism for Video Summarization End-to-End Multimodal Representation Learning for Video Dialog

Reference 1

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verified exact
local_arxiv, observed 2026-08-16T10:16:14.760625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 483bba0e-b47a-439d-bc56-1e656545f51a · outbound

This paper cites Combining global and local attention with positional encoding for video summarization.

HierSum: A Global and Local Attention Mechanism for Video Summarization Combining global and local attention with positional encoding for video summarization

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.785518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.154802Z digest=sha256:f324ab11813a37f7797bd5d3c69133cabca3e124807096a0cca08a2de2df2b74

Observation dbadb52b-916e-44a6-8aa3-7281ce93d5dc · outbound

This paper cites Summarizing videos using con- centrated attention and considering the uniqueness and diver- sity of the video frames.

HierSum: A Global and Local Attention Mechanism for Video Summarization Summarizing videos using con- centrated attention and considering the uniqueness and diver- sity of the video frames

Reference 3

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raw_fallback, observed 2026-08-16T10:16:15.767690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation e19d93c5-f81b-4aef-9677-e12cb0dea90c · outbound

This paper cites Hiervl: Learning hierarchical video- language embeddings.

HierSum: A Global and Local Attention Mechanism for Video Summarization Hiervl: Learning hierarchical video- language embeddings

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.166644Z digest=sha256:c3ac71d997f3385056d80173edf7e3fd8866a31e8a022415722a80b1ce86b3b4

Observation 61479af6-176c-4b72-8697-92d64739c3df · outbound

This paper cites Raikwar, and Charul Bhatnagar.

HierSum: A Global and Local Attention Mechanism for Video Summarization Raikwar, and Charul Bhatnagar

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.172249Z digest=sha256:722742ab02c15eac6f4e2dd990b140fbd5ce8d2c4e436caf242be2650b26746f

Observation 851afb90-409a-4938-bf37-00cf430d7262 · outbound

This paper cites Text descriptions of actions and objects improve action anticipa- tion.

HierSum: A Global and Local Attention Mechanism for Video Summarization Text descriptions of actions and objects improve action anticipa- tion

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.719175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.178950Z digest=sha256:bb24e71ca4f9f9d635a71859b218dfce95863928b790d904765861de530235d0

Observation 5fc73e76-92e8-4a38-918b-4c5ce20218b6 · outbound

This paper cites Leveraging contextual cues for generating basketball high- lights.

HierSum: A Global and Local Attention Mechanism for Video Summarization Leveraging contextual cues for generating basketball high- lights

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.700746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.185171Z digest=sha256:416791959854684beeaed97e810da2891190a1888aa353e1019d79b07085c741

Observation 1e71c784-09d8-42f1-bc9e-00d5b6a84432 · outbound

This paper cites Videosage: Video summarization with graph representation learning.

HierSum: A Global and Local Attention Mechanism for Video Summarization Videosage: Video summarization with graph representation learning

Reference 8

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raw_fallback, observed 2026-08-16T10:16:15.681823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.190997Z digest=sha256:de1571f173233c287887311be70dc79ad3466097d200e57a73d72d28ee843612

Observation 6c1f59b7-15ad-4b9c-b387-6e6a139e4baa · outbound

This paper cites Multimodal Contrastive Learning with Hard Negative Sampling for Human Activity Recognition.

HierSum: A Global and Local Attention Mechanism for Video Summarization Multimodal Contrastive Learning with Hard Negative Sampling for Human Activity Recognition

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.195949Z digest=sha256:90b759a0f278ac3f910ceb2f1b514a4670a50ebb12885e27decfc44123f010b8

Observation 70f4401b-18de-4a63-8374-e13797afadac · outbound

This paper cites Vsumm: A mechanism designed to produce static video summaries and a novel evaluation method.

HierSum: A Global and Local Attention Mechanism for Video Summarization Vsumm: A mechanism designed to produce static video summaries and a novel evaluation method

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.658376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 146fa7d9-ce8a-4e54-aa82-cd7c8698dfb6 · outbound

This paper cites Video summarization via segments summary graphs.

HierSum: A Global and Local Attention Mechanism for Video Summarization Video summarization via segments summary graphs

Reference 11

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raw_fallback, observed 2026-08-16T10:16:15.637439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.206403Z digest=sha256:b6b51bb355ba389444c6790dd9540beca61dbe6fadcb2023a42f9180e23b6022

Observation 46ef75ee-e9b9-4e9e-ad98-8f584fa4a947 · outbound

This paper cites Bert: Pre-training of deep bidirectional trans- formers for language understanding.

HierSum: A Global and Local Attention Mechanism for Video Summarization Bert: Pre-training of deep bidirectional trans- formers for language understanding

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.618557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation d5f36b14-89cb-4276-b9dc-4bb2458d9429 · outbound

This paper cites Mamba Fusion: Learning Actions Through Questioning.

HierSum: A Global and Local Attention Mechanism for Video Summarization Mamba Fusion: Learning Actions Through Questioning

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.218921Z digest=sha256:cb523f8b39eb5a75d86a41f4d2712163915d81f1b20630abd01cb53ff06a6658

Observation 7dbe4562-e868-4d95-b19e-86bf4e7ed079 · outbound

This paper cites Summarizing videos with attention.

HierSum: A Global and Local Attention Mechanism for Video Summarization Summarizing videos with attention

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.594103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.224717Z digest=sha256:77e1bfce751a971cd567a6a7f8ca75ad7512f5a4a46b1981b08c5a2b7c676a29

Observation b487e608-378b-41ee-847e-2045e55f8c0a · outbound

This paper cites Slowfast networks for video recognition.

HierSum: A Global and Local Attention Mechanism for Video Summarization Slowfast networks for video recognition

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.236148Z digest=sha256:757a59172910b273d751da85575d2bc33ba2976d6c8c2af7880e13f3c5a53b8b

Observation dd3a7631-97c8-422c-8958-3f33f22e572a · outbound

This paper cites Youtube video player updates: Most replayed, video chapters, single loop & more.

HierSum: A Global and Local Attention Mechanism for Video Summarization Youtube video player updates: Most replayed, video chapters, single loop & more

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.538675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.241291Z digest=sha256:27b462047219a7323ea3b2ff6c405d16fdc5147892b6f51c76b4aca548cc60a1

Observation 6b6a7873-0b2a-4a95-a77e-a1b753ca0622 · outbound

This paper cites VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal Grounding.

HierSum: A Global and Local Attention Mechanism for Video Summarization VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal Grounding

Reference 17

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.246480Z digest=sha256:e0f5a6090ff01d8e2947d5672a3271066bf36f714fda3b947849757f1ff39a9c

Observation a44718c3-75fb-4f1d-b8fd-b2f3f705ed02 · outbound

This paper cites Creating summaries from user videos.

HierSum: A Global and Local Attention Mechanism for Video Summarization Creating summaries from user videos

Reference 18

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raw_fallback, observed 2026-08-16T10:16:15.520269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation b83b5420-27f1-4c63-b49d-8cb15adf2758 · outbound

This paper cites Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos.

HierSum: A Global and Local Attention Mechanism for Video Summarization Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.257002Z digest=sha256:2b60048014fbc9b77d1dd831fd39035a01858d57a53ce75d72bf22fbea2a23c1

Observation 759694c4-83f5-44d2-a6b1-d4808a7927c0 · outbound

This paper cites Limitations in employing natural language supervision for sensor-based human activity recognition-and ways to overcome them.

HierSum: A Global and Local Attention Mechanism for Video Summarization Limitations in employing natural language supervision for sensor-based human activity recognition-and ways to overcome them

Reference 20

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.498338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.262296Z digest=sha256:05e5476f60b82ce6e18be0bf5fab5765e5184b9b77ca798c51b1f2bb0c8ae8aa

Observation 184267c0-1472-4a53-ba8f-d134a5f1c239 · outbound

This paper cites Align and attend: Multimodal summarization with dual contrastive losses.

HierSum: A Global and Local Attention Mechanism for Video Summarization Align and attend: Multimodal summarization with dual contrastive losses

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.478322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.268593Z digest=sha256:3b233df3f7f94ee80bf50061616228c8a3f21b9f8c3013a45be315c24b688a38

Observation 4ad39757-796e-4f45-9f4b-02cc457e8528 · outbound

This paper cites V2xum-llm: Cross-modal video summarization with tem- poral prompt instruction tuning.

HierSum: A Global and Local Attention Mechanism for Video Summarization V2xum-llm: Cross-modal video summarization with tem- poral prompt instruction tuning

Reference 22

Resolution
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raw_fallback, observed 2026-08-16T10:16:15.459729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.273765Z digest=sha256:c610c3f4433c8ed873280c0173554b8bf050e9124f0427ce00b249032f2a14bb

Observation 723a9066-1019-4225-8b79-d5342f0f567d · outbound

This paper cites Cluster-based video summa- rization with temporal context awareness.

HierSum: A Global and Local Attention Mechanism for Video Summarization Cluster-based video summa- rization with temporal context awareness

Reference 23

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raw_fallback, observed 2026-08-16T10:16:15.435991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.279382Z digest=sha256:3d15c53595a902765ca96c529f150e6ced6c0aaf2b395e1d5a7ed0b1344610f5

Observation 0cf47577-5c8a-4be0-92ec-387d08805fd0 · outbound

This paper cites Video summarization with attention-based encoder–decoder networks.

HierSum: A Global and Local Attention Mechanism for Video Summarization Video summarization with attention-based encoder–decoder networks

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.410806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.284204Z digest=sha256:abc0609be8294b778694ab95cd4f4ec46cca7633c443fe82c905122cea8ec1cb

Observation 7c0f0809-b459-43dd-9b9d-b0e3ea5e514d · outbound

This paper cites Joint video summarization and moment localization by cross-task sample transfer.

HierSum: A Global and Local Attention Mechanism for Video Summarization Joint video summarization and moment localization by cross-task sample transfer

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.392813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.289622Z digest=sha256:c40b34130ebb9e227b9580f698c859c0e868f8b4969f466e518de6be6759f6e7

Observation 1b2db47e-5fde-4d02-ab8b-a35566d17958 · outbound

This paper cites Discriminative feature learning for un- supervised video summarization.

HierSum: A Global and Local Attention Mechanism for Video Summarization Discriminative feature learning for un- supervised video summarization

Reference 26

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raw_fallback, observed 2026-08-16T10:16:15.374573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.294711Z digest=sha256:ab8f37ac8bbd0db9860cf48fa08be56b8b29216e9c53df20b6adcb02bf3b3aad

Observation 691b8176-05a2-4072-81c9-1171cfd57cff · outbound

This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.

HierSum: A Global and Local Attention Mechanism for Video Summarization BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.300362Z digest=sha256:7495b7f7a18c1fef17e304f2e2a4c9e4ffa730cea8a9511fb1302a6f116270ff

Observation 443584bd-39d4-4973-8dd1-c19f5bbd4a9b · outbound

This paper cites Multi-modal summarization for asyn- chronous collection of text, image, audio and video.

HierSum: A Global and Local Attention Mechanism for Video Summarization Multi-modal summarization for asyn- chronous collection of text, image, audio and video

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.356291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.306408Z digest=sha256:dc2ef69224240ce5b7fcc02bb1ba077a6dd83bda5846893d173977edc81cbabc

Observation e46184de-356d-4e8d-87d0-133f027e4577 · outbound

This paper cites Read, watch, listen, and summarize: Multi-modal summarization for asynchronous text, image, audio and video.

HierSum: A Global and Local Attention Mechanism for Video Summarization Read, watch, listen, and summarize: Multi-modal summarization for asynchronous text, image, audio and video

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.332411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.312075Z digest=sha256:ab202f01a9e7917d63338a55e1ea21704ae870987b3898730c0e0854929d9c24

Observation d47c1bce-e1cd-4041-b537-6e78ce544380 · outbound

This paper cites HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training.

HierSum: A Global and Local Attention Mechanism for Video Summarization HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training

Reference 30

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no resolver link, observed 2026-08-16T10:16:14.317594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.317594Z digest=sha256:bf17b0a95eb2cca5dd95b02806b275e8be14a8f0ca1b5e7291051826a379bf6f

Observation cb91166b-b030-49b7-b811-37e5cdcbd6da · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

HierSum: A Global and Local Attention Mechanism for Video Summarization Rouge: A package for automatic evaluation of summaries

Reference 31

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no resolver link, observed 2026-08-16T10:16:14.323842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.323842Z digest=sha256:f4e92e21ca0f5b6281f1e1b85dc2b85f477952dfd6920e30d2e062a2d8551c4f

Observation 5d1a5e4a-c1e2-48e9-952b-c88ee0b11c4c · outbound

This paper cites Videoxum: Cross- modal visual and textural summarization of videos.

HierSum: A Global and Local Attention Mechanism for Video Summarization Videoxum: Cross- modal visual and textural summarization of videos

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.299232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.330378Z digest=sha256:26cae8085835c7e526e9f7a43701449f834d9a243bb944aefff7b8b3fe637643

Observation 27c8931e-efe9-40b1-8b53-28f549d78cc1 · outbound

This paper cites Univtg: Towards unified video- language temporal grounding.

HierSum: A Global and Local Attention Mechanism for Video Summarization Univtg: Towards unified video- language temporal grounding

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.337272Z digest=sha256:ecc41566b064a5e96de6d60a07bcd340099ee2f6c2d354b025103dbda15ddc9c

Observation 61cb78d7-5cac-4285-8351-fce4a12d8407 · outbound

This paper cites Focal loss for dense object detection.

HierSum: A Global and Local Attention Mechanism for Video Summarization Focal loss for dense object detection

Reference 34

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no resolver link, observed 2026-08-16T10:16:14.343192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.343192Z digest=sha256:e99cfe07e0e9d18f00153a3497076a9da6b847e1b0d799c228dcba7ee5f5f604

Observation bb021987-533d-4241-9fa1-e7b81ffcf46c · outbound

This paper cites Ubiss: A unified frame- work for bimodal semantic summarization of videos.

HierSum: A Global and Local Attention Mechanism for Video Summarization Ubiss: A unified frame- work for bimodal semantic summarization of videos

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.255234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.350811Z digest=sha256:101801451205d785b4be2681b7ba75e7b66a243ba417fb92a6857dc38ae7e23d

Observation a3952f32-f1b1-4326-a608-047e0b10314f · outbound

This paper cites Leveraging BERT for Extractive Text Summarization on Lectures.

HierSum: A Global and Local Attention Mechanism for Video Summarization Leveraging BERT for Extractive Text Summarization on Lectures

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.357665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.357665Z digest=sha256:1422e447cd146f17da8bfe805c5a946b69d0ccfa6a9eb1177a1e654739b6dec1

Observation d4c8902d-ff67-4fee-8b7a-959856dd9d74 · outbound

This paper cites Clip-it! language-guided video summarization.

HierSum: A Global and Local Attention Mechanism for Video Summarization Clip-it! language-guided video summarization

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.364080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.364080Z digest=sha256:ed59bf318e8f759b5a70a74110e1450ef72aff4ef14eb7080caa6b76415112bb

Observation 520bf2a4-0fd5-458f-a610-262a61781e5d · outbound

This paper cites Tl; dw? summarizing instructional videos with task relevance and cross-modal saliency.

HierSum: A Global and Local Attention Mechanism for Video Summarization Tl; dw? summarizing instructional videos with task relevance and cross-modal saliency

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.222378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.369938Z digest=sha256:c4ed5210dbfad34a0446a63b8d065ad0ebe246a8cf04d05be01fd359e463015e

Observation e076ce72-7d49-4416-8715-14bfc2a9cb72 · outbound

This paper cites Video summarization using deep se- mantic features.

HierSum: A Global and Local Attention Mechanism for Video Summarization Video summarization using deep se- mantic features

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.203437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.375353Z digest=sha256:b89acb0ff24ced38fd6d15e7d2423351e5741c9a7aaead2c37ed310b5aeef3c0

Observation fa2ad469-25fb-49f5-b449-0d3da81f1f44 · outbound

This paper cites Sumgraph: Video summarization via recursive graph modeling.

HierSum: A Global and Local Attention Mechanism for Video Summarization Sumgraph: Video summarization via recursive graph modeling

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.381334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.381334Z digest=sha256:5e7d37f24ad6e7754db5198bc99269da65f9ba0b85c3a800b9c449c5625f0ed5

Observation d03055d8-16dd-4eed-be80-65651c7c2c28 · outbound

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

HierSum: A Global and Local Attention Mechanism for Video Summarization Enhancing video summarization via vision-language embed- ding

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.386191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.386191Z digest=sha256:b8d34a5cdb4fde4287177279a6adf4a29f799a75d8ae9e98a7d58dbfd27c8111

Observation 10af8396-b734-4401-8cc5-de3983b5079d · outbound

This paper cites Category-specific video summarization.

HierSum: A Global and Local Attention Mechanism for Video Summarization Category-specific video summarization

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.162867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.391513Z digest=sha256:939bcf87b6b36b828f3b9cb01d671697417d7c0557a8c1fd293ea18244d733e9

Observation 9a100ed0-9694-47f4-b00d-eef152ba4341 · outbound

This paper cites Liveseg: Unsupervised multi- modal temporal segmentation of long livestream videos.

HierSum: A Global and Local Attention Mechanism for Video Summarization Liveseg: Unsupervised multi- modal temporal segmentation of long livestream videos

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.146618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.397027Z digest=sha256:42279ce1bfafe51c640598130d52f3b863a088055615f9dca7a6f639e4877404

Observation 7a8eb9e0-deed-4d28-9303-b4614e2f59e3 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

HierSum: A Global and Local Attention Mechanism for Video Summarization Learning transferable visual models from natural language supervi- sion

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.123896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.402347Z digest=sha256:6d7aef2e9b8ceb02a4681b00258af7096d518fe90b0166da004078472ed9739d

Observation fe31180a-18ec-4352-998e-e96fe72f725a · outbound

This paper cites Robust speech recognition via large-scale weak supervision.

HierSum: A Global and Local Attention Mechanism for Video Summarization Robust speech recognition via large-scale weak supervision

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.095239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.407179Z digest=sha256:9fa9351a9b49f5b80cdb9404e6525c0f7ef750779a7caa665eece2069fba6d94

Observation ffeb6102-c1d2-4b31-bac7-e52ada2f9b2c · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks.

HierSum: A Global and Local Attention Mechanism for Video Summarization Sentence-bert: Sentence embeddings using siamese bert-networks

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.076237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.412309Z digest=sha256:c4027929da864dd9c0c0969ad84c1d815123cdcff21ce608bd0a6fed74dc93b5

Observation e7ac5774-3496-4ab9-8489-3307294fc814 · outbound

This paper cites Everything at once-multi- modal fusion transformer for video retrieval.

HierSum: A Global and Local Attention Mechanism for Video Summarization Everything at once-multi- modal fusion transformer for video retrieval

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.057241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.417348Z digest=sha256:bfd212095f18716d758ba6c9f3c2af3c3593ffac515f83d57cc5b2a10b64c96d

Observation beb263a6-1833-4c48-bafe-8ed090503368 · outbound

This paper cites Tvsum: Summarizing web videos using titles.

HierSum: A Global and Local Attention Mechanism for Video Summarization Tvsum: Summarizing web videos using titles

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:15.036407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.422606Z digest=sha256:bcfaa5c6d6caa3cb1e854cde98b478383c9fb3ed76ca3cde9578f6e8ad5bb833

Observation a59113d2-03b7-446b-9a7b-9f659d2c7045 · outbound

This paper cites an unresolved cited work.

HierSum: A Global and Local Attention Mechanism for Video Summarization Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:16:15.016599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.427680Z digest=sha256:2726adaa0b213ae71d6f9dbb91a149515da22a94e46d873c0f5ec7cc382ba710

Observation f4b3f3d8-d94b-434a-b6c5-b90ff4e31093 · outbound

This paper cites Videobert: A joint model for video and language representation learning.

HierSum: A Global and Local Attention Mechanism for Video Summarization Videobert: A joint model for video and language representation learning

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.998341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.432446Z digest=sha256:787daa783635a339d2359d341a060712d6ce9e4b856ec9251513ba9f697809eb

Observation f2650f9a-91ed-4f3d-8d82-85396d1b9869 · outbound

This paper cites Rethinking the inception archi- tecture for computer vision.

HierSum: A Global and Local Attention Mechanism for Video Summarization Rethinking the inception archi- tecture for computer vision

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.438023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.438023Z digest=sha256:d06f02d000eee8918d239c8040493d589e22310dd482b9f4f884b79be8709153

Observation 6e89edff-20ac-4359-a132-2457789e2003 · outbound

This paper cites Large model based sequential keyframe extrac- tion for video summarization, 2024.

HierSum: A Global and Local Attention Mechanism for Video Summarization Large model based sequential keyframe extrac- tion for video summarization, 2024

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.967469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.444274Z digest=sha256:3356c84a04a4b78d680ca5b2b5dca86d82106d7195e4e5b27043ea3b3ad315b3

Observation 80c55e4d-37a0-48e2-98b7-ecac96c2a3e8 · outbound

This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

HierSum: A Global and Local Attention Mechanism for Video Summarization Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.449526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.449526Z digest=sha256:e52e8e9f652852b5bfa3a48e5412c12eef94fb3ba5fcce6b0d8c70f1ff0b0704

Observation 2306820e-3ed0-45fb-a936-c884025c1f87 · outbound

This paper cites an unresolved cited work.

HierSum: A Global and Local Attention Mechanism for Video Summarization Unresolved cited work

Reference 54

Resolution
parse uncertain
raw_fallback, observed 2026-08-16T10:16:15.575656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.230779Z digest=sha256:486d25cb2d300882119bb214be5385e661c83b4daa0c3fdc0d11aa74471c4c0a

Observation 439e67d8-a290-4f69-bfeb-003c1fbcfea8 · outbound

This paper cites Intentvizor: Towards generic query guided interactive video summariza- tion.

HierSum: A Global and Local Attention Mechanism for Video Summarization Intentvizor: Towards generic query guided interactive video summariza- tion

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.934967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.455122Z digest=sha256:6cee0892394cda8c8189bd10bbb8fe4017e53002667ce98ce07f22db106d080e

Observation dd44b3e3-1edc-4493-96e1-988247e8fae6 · outbound

This paper cites Video Repurposing from User Generated Content: A Large-scale Dataset and Benchmark.

HierSum: A Global and Local Attention Mechanism for Video Summarization Video Repurposing from User Generated Content: A Large-scale Dataset and Benchmark

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.460830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.460830Z digest=sha256:a26c8c118d6d48520fc7426332717c5ff54bea0b0ea3bfeade26d9a04e92e95b

Observation 3fe71061-2306-423c-baa7-a8c8738adb60 · outbound

This paper cites Cross-category video high- light detection via set-based learning.

HierSum: A Global and Local Attention Mechanism for Video Summarization Cross-category video high- light detection via set-based learning

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.915573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.466939Z digest=sha256:c0bd82d80403e43b811a71ceebce6a8d8a852eb77034210c52a0134c7e673296

Observation 5a2f53df-1ed5-4a3f-b941-da10315a283a · outbound

This paper cites Unloc: A unified framework for video localiza- tion tasks.

HierSum: A Global and Local Attention Mechanism for Video Summarization Unloc: A unified framework for video localiza- tion tasks

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.895180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.472750Z digest=sha256:b4636100ae52cbbdae3d4717589c70102ab4092000bc3feef42f718703c06659

Observation c1edf292-bc7e-49a3-8cec-4038bc97b3f7 · outbound

This paper cites Hierarchical Self-supervised Augmented Knowledge Distillation.

HierSum: A Global and Local Attention Mechanism for Video Summarization Hierarchical Self-supervised Augmented Knowledge Distillation

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.477894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.477894Z digest=sha256:00a33e467ad194b4efc1d65de56556c08376e06da6170ff6188da6c20b8efbef

Observation 0e7beb73-249b-4296-82ad-06c6e8a42c7d · outbound

This paper cites Bert representations for video question answering.

HierSum: A Global and Local Attention Mechanism for Video Summarization Bert representations for video question answering

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.878966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.483690Z digest=sha256:d51c855e4e7756d6509a76b139d1e14da4fd4f8c42147124f1f25aff0a452df1

Observation 802a5ce1-2ce8-4c89-8e45-7f87727c591a · outbound

This paper cites Hierarchical multi-modal video summariza- tion with dynamic sampling.

HierSum: A Global and Local Attention Mechanism for Video Summarization Hierarchical multi-modal video summariza- tion with dynamic sampling

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.859738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.489225Z digest=sha256:a2afc37eee73cf35c9d29592ddf0ca55740999efc4bdfd4b983b9b8cd66ed489

Observation abc407fe-0d94-47a8-9eac-ca7c3a2ffcbd · outbound

This paper cites Hierarchical video-moment retrieval and step-captioning.

HierSum: A Global and Local Attention Mechanism for Video Summarization Hierarchical video-moment retrieval and step-captioning

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-16T10:16:14.494210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:14.494210Z digest=sha256:bd995fae4a4563a7f9640d6f78af358549481c3e19a03a6847f8507bdf76fb56

Observation 9efa830c-6c4c-4e7d-8ee5-a81477e7fdfa · outbound

This paper cites Hsa-rnn: Hier- archical structure-adaptive rnn for video summarization.

HierSum: A Global and Local Attention Mechanism for Video Summarization Hsa-rnn: Hier- archical structure-adaptive rnn for video summarization

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.827105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.498926Z digest=sha256:3e9a772613ecafab532e065b1754965ca82412a406e48ccb98ff962828a82817

Observation aeeb4520-1f37-4810-a338-cfcbf2e8b0f5 · outbound

This paper cites Deep reinforce- ment learning for unsupervised video summarization with diversity-representativeness reward.

HierSum: A Global and Local Attention Mechanism for Video Summarization Deep reinforce- ment learning for unsupervised video summarization with diversity-representativeness reward

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.801488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.504482Z digest=sha256:31aca8a74f812d52296a9f44848e5938ed4166e90b12c82d470ab96e47d0bbb6

Observation fc81cd8b-403d-4caa-a6d0-d438edc1db40 · outbound

This paper cites Dsnet: A flexible detect-to-summarize network for video summariza- tion.

HierSum: A Global and Local Attention Mechanism for Video Summarization Dsnet: A flexible detect-to-summarize network for video summariza- tion

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:16:14.782140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-16T10:16:14.511623Z digest=sha256:a22d5abf9bcb30a15853e67c88347db0d8bd2bd89ba2dca456409dd4531bf7bf

Pith citing papers

No inbound Pith citation observations are available.