Pith. sign in

Paper Citation Record · LEDGER

From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2409.18938.

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

pith.paper-citation-record.v1
2409.18938 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:02:51.602440Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-18T16:41:37.883000Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation be76c2b1-c408-4058-bf43-522ab05a4069 · inbound

Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration cites this paper.

Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T14:02:51.602440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:02:51.602440Z digest=sha256:d29695b70d2f2089a51c7c8b03fde2598c15e4e02a75f96acb5e0048af2e37cc

Observation ff6bf875-6dfb-403e-aa65-9bd3504869d2 · inbound

Infinite Video Understanding cites this paper.

Infinite Video Understanding From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T18:10:14.919272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:10:14.919272Z digest=sha256:e6d08d90be5c5970059d10c447281edeb1dbe2d305e8a70870892bb8f564ff52

Observation ea62f121-061b-4707-9caa-a1925014c700 · inbound

TennisTV: Do Multimodal Large Language Models Understand Tennis Rallies? cites this paper.

TennisTV: Do Multimodal Large Language Models Understand Tennis Rallies? From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-18T16:41:37.886557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-18T16:40:16.630602Z digest=sha256:453e312929212c1e916b981239d59b785abf530378eb2ee667938e72cc44c630

Observation 8e778e17-56dc-4dc4-bba4-d48ba65db18d · inbound

NeMo: Needle in a Montage for Video-Language Understanding cites this paper.

NeMo: Needle in a Montage for Video-Language Understanding From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-04T13:54:28.374737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T13:54:28.374737Z digest=sha256:3a55d2ff5732fac38c1d0763d803c75fadc42d3618fcf9ab860558e202acbc44

Observation e29c6fd0-4f3e-4ee1-848f-d899feec41dc · inbound

Training-free Uncertainty Guidance for Complex Visual Tasks with MLLMs cites this paper.

Training-free Uncertainty Guidance for Complex Visual Tasks with MLLMs From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-04T13:27:58.792970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:27:58.792970Z digest=sha256:c890c6080c4593066c20399268c4b3da5719495c387e24ceaacd6441c221a775

Observation a0514b3d-a8e3-4c6c-868a-06a09409553a · inbound

Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning cites this paper.

Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:35:52.464586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T19:40:41.642852Z digest=sha256:7bf93d2d239b7a2192220c1c36cdc036f3ee13892b18a6296907cce92a0e5a7b

Observation 8f04618e-5571-46ee-b2e7-ef91a1f20067 · inbound

OOWM: Structuring Embodied Reasoning and Planning via Object-Oriented Programmatic World Modeling cites this paper.

OOWM: Structuring Embodied Reasoning and Planning via Object-Oriented Programmatic World Modeling From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-15T19:30:16.509688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T19:29:55.075825Z digest=sha256:e2f9ae837f60544dd4cba6f354eda63667084cb212a75346d5f933fb7af31ffb

Observation 31ca61a2-8b6d-458e-8126-1548b3b032be · inbound

Event-Causal RAG: A Retrieval-Augmented Generation Framework for Long Video Reasoning in Complex Scenarios cites this paper.

Event-Causal RAG: A Retrieval-Augmented Generation Framework for Long Video Reasoning in Complex Scenarios From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T20:06:13.297229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T10:15:15.129358Z digest=sha256:98c902b02a89d314c9d3dcf436a496abf8b0a0cc74a31933e9cb6d4199afe99a

Observation 361ab0a2-12b2-4b95-b360-4dc8aaf572d5 · inbound

Homer: Understanding Long-form Videos with Hierarchical Memory and Agentic Reasoning cites this paper.

Homer: Understanding Long-form Videos with Hierarchical Memory and Agentic Reasoning From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-12T09:31:22.762570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T09:31:22.762570Z digest=sha256:8d52284e00bc2bc86b9053d181644b90da9b8402673c38e581afda564ab682a0

Observation 9e709361-2ea4-4002-9f1d-ab988ae2cf75 · inbound

Empowering Long-form Omni-modal Understanding with Robust Audio Perception cites this paper.

Empowering Long-form Omni-modal Understanding with Robust Audio Perception From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding

Reference 61

Resolution
unresolved
no resolver link, observed 2026-07-14T12:48:58.688011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:48:58.688011Z digest=sha256:1b29c55c8735f45a00b5f617fb431081cd20285e5722112cc1ac951f92765b1a