Paper Citation Record · LEDGER

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning

As of 21 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2506.18564.

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

pith.paper-citation-record.v1
2506.18564 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:20:50.914890Z

measured 49 of 49 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T22:12:39.225557Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T22:13:59.355009Z

Reference resolution

48 of 48 outbound references displayed

verified exact1
verified fuzzy1
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a7d22578-52ca-4a35-adc4-68ffb622cd4b · outbound

This paper cites , " * write output.state after.block = add.period write newline.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:46.034876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57ed1531-7d24-439f-a557-1abc3dca18a0 · outbound

This paper cites write newline.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:46.125201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a064d42-2db7-4fc1-95e4-c588150eb689 · outbound

This paper cites Qwen2.5-VL Technical Report.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:46.206855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e90c0a3-da55-4ece-8571-19391ec3d170 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:46.324745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 726d5893-e4a3-4db1-a3ec-0837c1f048b2 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:56.055442Z

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.

Observation 72e97afb-3b84-4c66-9be8-5d2ca5569986 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:46.475207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fa8968d-3a12-45ad-99b3-44a04cbde637 · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:46.537789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d17d1cbf-6383-4f8b-9ebd-b8d740528b79 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:46.714461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f527a3e1-c2de-4d6d-ab31-77fc2ecb62fc · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:55.817285Z

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.

Observation 5b277eac-3dc4-4613-9cec-7c196714e851 · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:47.178565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea0c8a9b-bb65-49ce-93b0-38e91df7997d · outbound

This paper cites ???? CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning ???? CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:20:55.558412Z

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.

Observation 44a37c3b-de40-4092-8ceb-41304645dff3 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:55.324494Z

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.

Observation 058ccd1a-0333-4c36-ba63-9e45d468c43d · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:47.445443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 419c97a2-8cdc-4354-9850-e007918b8194 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:47.473832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e0a3370-f3ec-4442-92b0-407afffc59d6 · outbound

This paper cites VQA$^2$: Visual Question Answering for Video Quality Assessment.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning VQA$^2$: Visual Question Answering for Video Quality Assessment

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:47.541955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95ed0bfe-c13f-491e-844b-ef08dfc5a867 · outbound

This paper cites T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:47.615355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33faa80c-9860-45bb-b6e3-940083f374a6 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:54.995187Z

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.

Observation 8114b6c2-c089-4c25-a59c-d1939486774b · outbound

This paper cites T2V-Turbo: Breaking the Quality Bottleneck of Video Consistency Model with Mixed Reward Feedback.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning T2V-Turbo: Breaking the Quality Bottleneck of Video Consistency Model with Mixed Reward Feedback

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:47.758591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5905a557-fd8a-45c3-9c65-19082bcbc31a · outbound

This paper cites Q-Insight: Understanding Image Quality via Visual Reinforcement Learning.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Q-Insight: Understanding Image Quality via Visual Reinforcement Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:47.854754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90d1e95f-2efd-4e6e-8d45-bc79f7b10f22 · outbound

This paper cites OmniDrag: Enabling Motion Control for Omnidirectional Image-to-Video Generation.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning OmniDrag: Enabling Motion Control for Omnidirectional Image-to-Video Generation

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:20:52.193855Z

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.

Observation bc52c62a-314b-4112-8e8a-01ecfef893b9 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:54.707987Z

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.

Observation 32f81466-e3ee-4c2e-a54d-6cdbb81af12c · outbound

This paper cites Flow-GRPO: Training Flow Matching Models via Online RL.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Flow-GRPO: Training Flow Matching Models via Online RL

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:48.115422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d39e611-204b-4f11-a661-b482ba2fc16c · outbound

This paper cites Improving Video Generation with Human Feedback.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Improving Video Generation with Human Feedback

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:48.251443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 228c234a-dd81-439e-800e-7c1aa13c6d9f · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:48.357743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e4e72fb-9e8b-4e99-99ff-5505b068e913 · outbound

This paper cites Video Diffusion Alignment via Reward Gradients.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Video Diffusion Alignment via Reward Gradients

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:48.464187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05b7b061-3fab-4e85-8133-7c4394f41d09 · outbound

This paper cites D.; Ermon, S.; and Finn, C.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning D.; Ermon, S.; and Finn, C

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:48.512617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65e54edb-3a0e-4a79-a238-2202438e9c86 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:48.611580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a350ddc-eb4d-4306-b9ba-5f002ff58577 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:54.442793Z

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.

Observation 1d975c29-336a-4b2e-b16c-3620b0f45227 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:54.224808Z

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.

Observation 6c53a0cc-fab4-433f-b24b-5de4b4fdbe9e · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:48.966376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34c4fc02-fb6c-40cb-9aab-bcc09f553034 · outbound

This paper cites C.; and Loy, C.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning C.; and Loy, C

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:49.013257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80a1ca25-8e72-43a5-b65d-e63649813261 · outbound

This paper cites VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:49.109460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8b3fe93-110b-48d8-a258-8792d34a96ab · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:49.205269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05c183fa-f768-4f88-b5e6-19ca219cb2c7 · outbound

This paper cites LiFT: Leveraging Human Feedback for Text-to-Video Model Alignment.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning LiFT: Leveraging Human Feedback for Text-to-Video Model Alignment

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:49.304243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 469233a5-9c05-4373-85d7-0a607ed63930 · outbound

This paper cites Unified Reward Model for Multimodal Understanding and Generation.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unified Reward Model for Multimodal Understanding and Generation

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:49.403192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82d1fde1-9ad7-498c-8751-207872f210f4 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:53.955866Z

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.

Observation 6bdf5e8b-3c5d-4660-95a6-539a712df2dc · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:49.596869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93d511e1-802c-4020-a72a-4e3a707fa460 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:53.605170Z

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.

Observation e30b238b-60c7-4b59-9647-95187937873a · outbound

This paper cites VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:49.814740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f71d24a9-69a7-4913-9f4e-05eb11f04bc0 · outbound

This paper cites FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:49.926704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a8c55ba-be60-4648-a549-e389cfe0b662 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:50.051949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1042a59b-7c37-47eb-b50f-e3ab3ae698da · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:50.138021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b494651f-97b3-4712-87a7-714eac68236a · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:53.225447Z

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.

Observation fc25f00f-1b2d-4d34-bc78-81a1b14f14d3 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:53.014834Z

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.

Observation 8ba48dd4-be90-4ddc-a9a8-f549f3cc2a64 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:50.588397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a5fe645-ac4a-405c-80e3-7fb1d78279f3 · outbound

This paper cites an unresolved cited work.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:20:52.781960Z

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.

Observation b045729c-2387-4c2c-b6d5-45117a689e69 · outbound

This paper cites Benchmarking Multi-dimensional AIGC Video Quality Assessment: A Dataset and Unified Model.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Benchmarking Multi-dimensional AIGC Video Quality Assessment: A Dataset and Unified Model

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:50.814766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 599ce168-03ed-4c54-ab8c-6243b06044da · outbound

This paper cites Open-Sora: Democratizing Efficient Video Production for All.

VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning Open-Sora: Democratizing Efficient Video Production for All

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:50.914890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 10a5e537-6185-4983-a72b-1e2bb803a4ab · inbound

DRM: Diffusion-based Reward Model With Step-wise Guidance cites this paper.

DRM: Diffusion-based Reward Model With Step-wise Guidance VQ-Insight: Teaching VLMs for AI-Generated Video Quality Understanding via Progressive Visual Reinforcement Learning

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-06-29T22:13:59.356640Z

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.