Pith. sign in

Paper Citation Record · LEDGER

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion

As of 20 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2607.28058.

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

pith.paper-citation-record.v1
2607.28058 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T19:09:45.723704Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

21 of 21 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved20
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 86454b38-18bf-4e9d-b0d6-bfa5b1e4955d · outbound

This paper cites Realdpo: Real or not real, that is the preference.arXiv preprint arXiv:2510.14955, 2025.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Realdpo: Real or not real, that is the preference.arXiv preprint arXiv:2510.14955, 2025

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.582133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.582133Z digest=sha256:b4ad6e64c1f418bb6cc636c59e11533d474f840a9d91bdc6aa31c064b163c55c

Observation 7c560658-122d-4678-aa2b-2208788af306 · outbound

This paper cites Discriminator-Free Direct Preference Optimization for Video Diffusion.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Discriminator-Free Direct Preference Optimization for Video Diffusion

Reference 2

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.588224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.588224Z digest=sha256:ce7234963e5f881c9f660d9c779c2620e093206a512241bdbf2033d466f7055d

Observation 6f9ff98e-d75a-4381-bc27-b85fbed3904c · outbound

This paper cites OmniAID: Decoupling Semantics and Artifacts for Universal AI-Generated Image Detection in the Wild.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion OmniAID: Decoupling Semantics and Artifacts for Universal AI-Generated Image Detection in the Wild

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.594102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.594102Z digest=sha256:715df18e558ebfd95f648638f28abf9cbf52635d8a1dcc26b6adcf2664e30997

Observation f64605ec-593e-484e-9fe4-662196603a02 · outbound

This paper cites Motionbench: Benchmarking and improving fine-grained video motion understanding for vision language models.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Motionbench: Benchmarking and improving fine-grained video motion understanding for vision language models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.599872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.599872Z digest=sha256:5ae8f7ca9127c7ff110987466c905a6134d0d8a74461370dbf339a97185002e5

Observation 7007007c-4f85-4797-832a-e38d133312ce · outbound

This paper cites Lora: Low-rank adaptation of large language models.Iclr, 1(2):3, 2022.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Lora: Low-rank adaptation of large language models.Iclr, 1(2):3, 2022

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.605231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.605231Z digest=sha256:e06a70e153c952de5c1003100d3f483935636e81336323a0fb7b3629643008eb

Observation 0e3edd3e-257c-4681-9084-20b3909ced86 · outbound

This paper cites Vbench: Comprehensive benchmark suite for video generative models.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Vbench: Comprehensive benchmark suite for video generative models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.610909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.610909Z digest=sha256:c737aa2e47c83698da481d3cdf813fc5e62f42c2ced4259ee27681bf21509da0

Observation 505eeec6-eb88-4ff4-abf5-a6f41facce13 · outbound

This paper cites Mind the Generative Details: Direct Localized Detail Preference Optimization for Video Diffusion Models.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Mind the Generative Details: Direct Localized Detail Preference Optimization for Video Diffusion Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.618520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.618520Z digest=sha256:ce9d1a90a18a47c6c2bbb3f70062981acbca4cf58102c57648dda2b55b0f778c

Observation ebe665f6-3417-4a3d-afc5-263c4a581b3e · outbound

This paper cites Vace: All-in- one video creation and editing.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Vace: All-in- one video creation and editing

Reference 8

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.624724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.624724Z digest=sha256:8a5a5a5f36ef52d4daa2e4818bacfaa325374bb3b377e3a3d47d5e477c859c5a

Observation 7c61cb3a-e7dc-4195-a1ab-0373b5825c19 · outbound

This paper cites Seeing before reasoning: A unified framework for generalizable and explainable fake image detection.arXiv preprint arXiv:2509.25502, 2025.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Seeing before reasoning: A unified framework for generalizable and explainable fake image detection.arXiv preprint arXiv:2509.25502, 2025

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.630114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.630114Z digest=sha256:82b1bfcf55d3d8a04fba5ffafe2e8943b9a2389918b4df27da163a24ebd94d84

Observation ba0d5f0b-78e8-4083-8b42-2dd830d63f49 · outbound

This paper cites Flow matching for generative modeling.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Flow matching for generative modeling

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.635409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.635409Z digest=sha256:89a5af9817736d33472e25141d9a58ae452a252436ed30fce8f1ab29132719f1

Observation 677e902d-b8e4-42f2-b4fe-f416f1a94dbc · outbound

This paper cites Improving video generation with human feedback.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Improving video generation with human feedback

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.640551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.640551Z digest=sha256:0267035786ab7dd3e127c3b409ca8fd62b9c7fc4512331b0f5c2b218eebc2323

Observation 0f58d5d4-7350-4777-afdc-477bd905d1e3 · outbound

This paper cites Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Reference 12

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.651676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.651676Z digest=sha256:5183d17a0708e4e5d9c0363276fadb422527e10588316b93bfb8f4b181f56457

Observation 10c469ce-7740-4e33-b3db-e5b84e878b8f · outbound

This paper cites Score-based generative modeling through stochastic differential equations.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Score-based generative modeling through stochastic differential equations

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.660724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.660724Z digest=sha256:c234d8369dd30237fde24306895015d2b86b8926715cfecd4052d91510a2b4c1

Observation 168923a6-df71-4b51-8826-104714afd648 · outbound

This paper cites Wisa: World simulator assistant for physics-aware text-to-video generation.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Wisa: World simulator assistant for physics-aware text-to-video generation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.670484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.670484Z digest=sha256:63bd04d19ca6273508696bbe5fb839719e0836e3e4525f0ad68f53ece0d0c4f8

Observation 547c4f4d-b0eb-40c6-8583-dadb4b70a32b · outbound

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

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion LiFT: Leveraging Human Feedback for Text-to-Video Model Alignment

Reference 15

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.675824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.675824Z digest=sha256:84f2b95e0b677b4cf6c9a1fe10ac266f7fddfcbe59321dac642d82cf140fa0f2

Observation a684158e-9799-481d-a412-ca38d136a673 · outbound

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

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Unified Reward Model for Multimodal Understanding and Generation

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.685548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.685548Z digest=sha256:79c46fcaeb906db4d3e15a5aa8464311d409337d88e42a6813baceb410ae0420

Observation 81ba2f4b-e3cc-4ec9-a229-531841872c9e · outbound

This paper cites Densedpo: Fine-grained temporal preference optimization for video diffusion models.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Densedpo: Fine-grained temporal preference optimization for video diffusion models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.692588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.692588Z digest=sha256:9c89704cf3ace63f078caa27cf7be7d948ae3a85faaf368ff7726d1ddcba7e2a

Observation 531f215f-3cf7-43db-8734-3a591c21712f · outbound

This paper cites Dlfr-vae: Dynamic latent frame rate vae for video generation.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Dlfr-vae: Dynamic latent frame rate vae for video generation

Reference 18

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.699465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.699465Z digest=sha256:10d4b13e2b52a575dc1fd45f5408283e18ca602e4e0c076f485df188889d4c21

Observation 190c8d90-96e2-4866-832d-95a2b4ba17fa · outbound

This paper cites Dlfr-gen: Diffusion-based video generation with dynamic latent frame rate.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Dlfr-gen: Diffusion-based video generation with dynamic latent frame rate

Reference 19

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.705950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.705950Z digest=sha256:b6eef9ebf0bfbe9b59cc091d020682cf612856010cda52ac96a5963eebe3a253

Observation 66ba069b-b811-46f8-b150-417ec937ff7f · outbound

This paper cites VGDFR: Diffusion-based Video Generation with Dynamic Latent Frame Rate.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion VGDFR: Diffusion-based Video Generation with Dynamic Latent Frame Rate

Reference 20

Resolution
unresolved
no resolver link, observed 2026-07-31T19:09:45.710658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.710658Z digest=sha256:c94d4cfacd57bdbe9535cd76f15dd0b1aa3e7899138d5febda7ab53e439aaeed

Observation 9036e121-e33f-40b6-9074-dc456b202dc7 · outbound

This paper cites Onlinevpo: Align video diffusion model with online video-centric preference optimization.

Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion Onlinevpo: Align video diffusion model with online video-centric preference optimization

Reference 21

Resolution
malformed identifier
no resolver link, observed 2026-07-31T19:09:45.723704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T19:09:45.723704Z digest=sha256:2676f34e45234c2bd2bfede51f742b333045e80a1da89532584e72fd94c31dbe

Pith citing papers

No inbound Pith citation observations are available.