Paper Citation Record · LEDGER

Inference Compute-Optimal Video Vision Language Models

As of 8 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2505.18855.

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

pith.paper-citation-record.v1
2505.18855 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:45.034743Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T18:35:01.328250Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T18:36:44.198389Z

Reference resolution

47 of 47 outbound references displayed

verified exact0
verified fuzzy4
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 07b74f4f-c048-42b1-beeb-d744185889e8 · outbound

This paper cites online" 'onlinestring :=.

Inference Compute-Optimal Video Vision Language Models online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.840302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0445e824-2204-4648-aa84-a175c14c103d · outbound

This paper cites write newline.

Inference Compute-Optimal Video Vision Language Models write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.845462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2dbc6aa-012a-43e1-bbfe-232752a0c256 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.943006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8ec7195f-3fe4-4ca6-9a2a-4f3095b87221 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.854841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62fbf554-3b05-4a34-9ad5-b4f368a48020 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.859707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbb83004-b817-40b0-b693-f5540c72c7ca · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Inference Compute-Optimal Video Vision Language Models Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.863404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e103d7d-ea50-4390-81fe-b30ffb34b2aa · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.931804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c03d8fc7-7216-4192-a70f-aa2dbca8e89b · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.871619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfe0863a-a698-41de-acaa-5f12bc415f40 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.919465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 225eb203-084c-4bf1-9632-343f19633839 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.908091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dae1feb4-8d23-49ed-b72d-8a26f71dc8f0 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

Inference Compute-Optimal Video Vision Language Models Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.883394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82eb4ea5-b4b3-4ec3-b6cd-ee3f20466cc4 · outbound

This paper cites Language models scale reliably with over-training and on downstream tasks.

Inference Compute-Optimal Video Vision Language Models Language models scale reliably with over-training and on downstream tasks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.887745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64e41c9e-d7c3-49a0-b4c3-56361f1fc986 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.892010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17972598-b0f3-4be8-87d7-d42a2626423b · outbound

This paper cites The Llama 3 Herd of Models.

Inference Compute-Optimal Video Vision Language Models The Llama 3 Herd of Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.896343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3059b274-9953-4fa7-b4b1-edfdf933cd30 · outbound

This paper cites Scaling Laws for Autoregressive Generative Modeling.

Inference Compute-Optimal Video Vision Language Models Scaling Laws for Autoregressive Generative Modeling

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.899920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7ea4732-2031-48f9-80b1-ee4f71406ba6 · outbound

This paper cites Scaling Laws for Transfer.

Inference Compute-Optimal Video Vision Language Models Scaling Laws for Transfer

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.904254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75dfb8b4-0c70-4059-b403-b5863bfddc5c · outbound

This paper cites Rae, and Laurent Sifre.

Inference Compute-Optimal Video Vision Language Models Rae, and Laurent Sifre

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:27:45.897726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 832018fe-7335-4025-a10c-140e8f56772b · outbound

This paper cites Scaling Laws for Neural Language Models.

Inference Compute-Optimal Video Vision Language Models Scaling Laws for Neural Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.916095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 700f3115-d33a-482f-8868-b24cd634b6b4 · outbound

This paper cites The Kinetics Human Action Video Dataset.

Inference Compute-Optimal Video Vision Language Models The Kinetics Human Action Video Dataset

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.920097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20e5dee2-3837-4158-82c3-7d59c0ea90f4 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.924196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8baaa746-2b83-48fd-8bb6-2757cfeaa36b · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.886080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1b39e2d7-5d94-43cc-8e60-8b800fd2fd05 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.874224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ae500613-91fa-49a2-84f4-013c76e1b21d · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.863172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 012bea90-155a-46ab-b8f5-374c85bdc1b7 · outbound

This paper cites Semedo, and J.

Inference Compute-Optimal Video Vision Language Models Semedo, and J

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:27:45.850904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cd519b10-c0cf-4a68-b1d6-db4ab885c164 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.838027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5d35147b-7e4c-4b6c-86d3-d1f956b47739 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.826874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation da8d7d57-e45e-42a6-988c-7b8dffdf5fa9 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.953863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64ba8ce0-7144-42a4-a354-00183e87280d · outbound

This paper cites VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding.

Inference Compute-Optimal Video Vision Language Models VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.958081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23cde5af-c029-4f38-bb79-fabeee9c418b · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.962176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00a701f6-41b5-4a06-84e4-d6a0ca130aa0 · outbound

This paper cites How predictable is language model benchmark performance?.

Inference Compute-Optimal Video Vision Language Models How predictable is language model benchmark performance?

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.966255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb68088f-4013-445f-8c70-7f4241c908cd · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.815351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4f092b22-d69b-49fd-9930-45e28eacb26c · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.801516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 52dfa61b-d7cf-4989-a948-faa6421cf727 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.788345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7cd98684-6596-402f-89b1-81ad787cb056 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.775139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation da2b4e41-c821-4489-9c49-4f823dd0ab13 · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.763252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ca258934-4862-4c09-abae-844fffef3dd6 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Inference Compute-Optimal Video Vision Language Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:44.990527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e248fc2-dd7a-48e3-b654-ab2c160384c4 · outbound

This paper cites Dai, and Quoc V.

Inference Compute-Optimal Video Vision Language Models Dai, and Quoc V

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:27:45.752444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8bbc438b-6c32-454a-abd8-7090e9496fef · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.739606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 11c8e44c-a114-40d8-8116-a0eb7f7e363a · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.727774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa0e8821-e279-4923-b1cf-f6b99f9c6baa · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:45.006601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation addd37c0-2468-411a-954a-0e2edbbe2ff7 · outbound

This paper cites Tenenbaum.

Inference Compute-Optimal Video Vision Language Models Tenenbaum

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:27:45.716603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6e660bee-2e3e-496c-ab59-c8d256ac7f3b · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:45.014112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf439be7-efd2-4428-9269-084f4475005d · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.704454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7638903b-bae8-48b6-845f-76c5fed51d4a · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.692779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 665b20c0-642a-4749-adce-bb09dbca8641 · outbound

This paper cites LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models.

Inference Compute-Optimal Video Vision Language Models LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:45.026613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efd54e7f-d6f5-4461-9d60-0546de327bce · outbound

This paper cites an unresolved cited work.

Inference Compute-Optimal Video Vision Language Models Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:27:45.679941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 08d2a24f-71fa-421f-afa5-f205f726ef01 · outbound

This paper cites LLaVA-Video: Video Instruction Tuning With Synthetic Data.

Inference Compute-Optimal Video Vision Language Models LLaVA-Video: Video Instruction Tuning With Synthetic Data

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:45.034743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 83da37bd-b530-4ae1-a133-ab1ae060601e · inbound

Video Parallel Scaling: Aggregating Diverse Frame Subsets for VideoLLMs cites this paper.

Video Parallel Scaling: Aggregating Diverse Frame Subsets for VideoLLMs Inference Compute-Optimal Video Vision Language Models

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-18T18:36:44.201121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.