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Paper Citation Record · LEDGER

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation

As of 14 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2608.02694.

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

pith.paper-citation-record.v1
2608.02694 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:15:37.494929Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f809dd67-1973-4f71-b8f2-3f8c4a266d72 · outbound

This paper cites AgenticVBench: Can AI Agents Complete Real-World Post-Production Tasks?.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation AgenticVBench: Can AI Agents Complete Real-World Post-Production Tasks?

Reference 2

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unresolved
no resolver link, observed 2026-08-07T00:15:35.474734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:35.474734Z digest=sha256:c354fb55b130af550913c1f7afa179cf7bccf4a0d2ea202d67b85851c6413383

Observation 80ef2456-8883-45d7-9a19-7559e698377b · outbound

This paper cites EditDuet: A Multi-Agent System for Video Non-Linear Editing.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation EditDuet: A Multi-Agent System for Video Non-Linear Editing

Reference 6

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T00:15:38.436827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T00:15:36.039515Z digest=sha256:c087346f55f21340ec8af030cf96724b4ce61c1048a05dc0071f350015d43482

Observation d930242b-08e7-4278-afdd-b316c80d61c6 · outbound

This paper cites Hindsight credit assignment for long-horizon llm agents.arXiv preprint arXiv:2603.08754,.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Hindsight credit assignment for long-horizon llm agents.arXiv preprint arXiv:2603.08754,

Reference 8

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unresolved
no resolver link, observed 2026-08-07T00:15:36.341927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:36.341927Z digest=sha256:7e58ab9379b218b0c4887462e120514710edf173a0a22bf3ebf88c851c8c5e24

Observation f602c1ee-220b-4474-aa73-60324e2bbc50 · outbound

This paper cites Qwen3 Technical Report.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Qwen3 Technical Report

Reference 10

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unresolved
no resolver link, observed 2026-08-07T00:15:36.605853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:36.605853Z digest=sha256:274c2a6214686b26ebde33c05fb5c98c6a42c299f9237080d6358a74377f255b

Observation 9647de98-3586-4a95-92b8-becd9006b2e5 · outbound

This paper cites SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution

Reference 11

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unresolved
no resolver link, observed 2026-08-07T00:15:36.767536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:36.767536Z digest=sha256:cb271dfe0912ded62ae49a114a59b3c8a7c219d398272316a4521f5dcb53f232

Observation 0522718a-d98c-45ee-9760-6a5d30e53558 · outbound

This paper cites Agentprm: Process reward models for llm agents via step-wise promise and progress.arXiv preprint arXiv:2511.08325,.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Agentprm: Process reward models for llm agents via step-wise promise and progress.arXiv preprint arXiv:2511.08325,

Reference 12

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unresolved
no resolver link, observed 2026-08-07T00:15:36.942476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:36.942476Z digest=sha256:f8b86f4ad22dba91f8eb305f17f243c0fd4492f595007753711b8efc3c52a741

Observation 033c006d-117b-49b8-afbe-e84dce3a2697 · outbound

This paper cites From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment

Reference 13

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unresolved
no resolver link, observed 2026-08-07T00:15:37.083838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:37.083838Z digest=sha256:93186f6e5f20b398c14a9699f9909bff0c32dccafb11f11486f394712adb7989

Observation c55a0635-7ae2-46da-9a19-aee6f0a53216 · outbound

This paper cites Agent-based Video Trimming.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Agent-based Video Trimming

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T00:15:37.898420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T00:15:37.247166Z digest=sha256:0af9f8bd60524c0424d0f93d1ad699d7a3c00334669180166cd26e52d19b515a

Observation f9367870-c554-4f7a-99db-b2c16435ec84 · outbound

This paper cites A Benchmark and Multi-Agent System for Instruction-driven Cinematic Video Compilation.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation A Benchmark and Multi-Agent System for Instruction-driven Cinematic Video Compilation

Reference 15

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unresolved
no resolver link, observed 2026-08-07T00:15:37.367791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:37.367791Z digest=sha256:5cd4eebbe7e6c2a0f25b1f949f6e35e75723b91018b7813850342cef7ac075ba

Observation acee3e06-ad7d-48e7-a4e1-8d1b5aaa9a65 · outbound

This paper cites Lianmin Zheng, Wei-Lin Chiang, Ying Sheng, Siyuan Zhuang, Zhanghao Wu, Yonghao Zhuang, Zi Lin, Zhuohan Li, Dacheng Li, Eric P.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Lianmin Zheng, Wei-Lin Chiang, Ying Sheng, Siyuan Zhuang, Zhanghao Wu, Yonghao Zhuang, Zi Lin, Zhuohan Li, Dacheng Li, Eric P

Reference 16

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unresolved
no resolver link, observed 2026-08-07T00:15:37.494929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:37.494929Z digest=sha256:f17be4547f03cec80d6a1402f91bac7764d5c4bc8478ed697abbf396a9bf0a28

Observation 709d63f1-033a-4573-9962-7d3321bc92f8 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Proximal Policy Optimization Algorithms

Reference 2016

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unresolved
no resolver link, observed 2026-08-07T00:15:36.234770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:36.234770Z digest=sha256:23f8de74bf644381830a616862be669442639cffe4ffb7fd514f650870b74632

Observation 93369115-0353-4868-a9ee-63990e88ebd2 · outbound

This paper cites Process Reinforcement through Implicit Rewards.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Process Reinforcement through Implicit Rewards

Reference 2017

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unresolved
no resolver link, observed 2026-08-07T00:15:35.608768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:35.608768Z digest=sha256:87dae1e0f68d1ca2a68c65449d61decb2202bd5e9677134cf80988069c4966a4

Observation 673302fd-11d9-4208-9e20-8cb32dc36ace · outbound

This paper cites Qwen3-VL Technical Report.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Qwen3-VL Technical Report

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-07T00:15:35.315107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:35.315107Z digest=sha256:e27ae39dbc3f91f88ba3fe97bfb5e402ea68a2ce67833dbc6ed582184aaaa728

Observation f553bbb2-2ba5-4fff-adc0-6703bc7a1a5f · outbound

This paper cites From generation to judgment: Opportunities and challenges of llm-as-a-judge.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation From generation to judgment: Opportunities and challenges of llm-as-a-judge

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:15:38.756569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T00:15:35.748984Z digest=sha256:d461b5df3b9cff7c227e106832f430c62c813f38bf318a3a2ffc0b83cc526d46

Observation 9f21af40-10cd-40b3-9c8d-f72427df1e62 · outbound

This paper cites DIRECT: Video Mashup Creation via Hierarchical Multi-Agent Planning and Intent-Guided Editing.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation DIRECT: Video Mashup Creation via Hierarchical Multi-Agent Planning and Intent-Guided Editing

Reference 2025

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unresolved
no resolver link, observed 2026-08-07T00:15:35.889254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:35.889254Z digest=sha256:4f202263eb8c28c4047024d5455fb9920d035456abdaccc1d315d2296e60af70

Observation 297f81cf-7f25-4c34-8071-972f598745bd · outbound

This paper cites Gemma 4 Technical Report.

Crayotter: Learning Long-Horizon Video Editing Agents via Group-Relative Preference Backpropagation Gemma 4 Technical Report

Reference 2026

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unresolved
no resolver link, observed 2026-08-07T00:15:36.475892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:15:36.475892Z digest=sha256:fe85edb27a3a28d8d10265986d5a02a17af681e250078736ff5c19b8eddf126f

Pith citing papers

No inbound Pith citation observations are available.