Pith. sign in

Paper Citation Record · LEDGER

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

As of 7 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 2026-08-07T06:34:17.273281+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

Resolution
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=sha256:4878a3f152315266d6c11699c4a2b67b6ea1fd315c0fafaa5b5ffffb99bd972b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:15:36.039515Z digest=sha256:5f9191c58f727c1ec7e77f34c0e2b098431e3217264b47ce4a8bb2c5ffd1b944

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

Resolution
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:d093f91c42ac283d7c2c1a64e2041bf1a0826f8ab2bc088b409e9dc79488d085

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

Resolution
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=sha256:3a84c8d665d94dc1e129ef37711507b0185b5f396f20318e482548d3670901ce

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

Resolution
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=sha256:5d05edd909902f041182f6a5a8e874c85ae0bee4ba0cf986297e1fc35da00c03

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

Resolution
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=sha256:3db97cd65c5535c6061620418a80a95fa38ca7577aad751aaeea84f2e70176c3

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

Resolution
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:f23aa0405e93779944d4741e28d117fccc408cc1816bc993f5dee8374f5e4a8d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:15:37.247166Z digest=sha256:e7c7e373057234cd1de9c08da2a6204b2b0809f90cfbddd2c66f5e4dfb8bb70c

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

Resolution
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=sha256:4cff8dac8751d7db2c034ee6b418ea49668920e3cec07d3f87d7f659dc5a6b2c

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

Resolution
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=sha256:732637a274d9fccd0ea6a7524113d324ff47f74a3807c60f53fd4d4487d2598e

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

Resolution
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=sha256:5ccdb1e33fd828732ace5912f39681d3b8e4a6dd02d6505896f6901eb410d545

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

Resolution
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:a5c7be3f78c17e1ce7ee42bf9515928a85af9ad181214dbbaa0c9adc5f0704a5

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=sha256:5e1644b3edfe65ec7658159b98ee71f96dc8ec1e79baf060d7b2e309fc8efb0d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:15:35.748984Z digest=sha256:2a3ddbbe59b25c2afe0a99e05570249ee3d13ce16b43b0465457cbf1ce9c8ad9

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

Resolution
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=sha256:6a5c90ca233d1df78d55fa90504fe8254de0d79bda5071e6e8f559e84a08cf96

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

Resolution
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=sha256:5c84617e32b69f97c8dde2b13e336160e9d7a692c8501ed94a3b93f993aa6786

Pith citing papers

No inbound Pith citation observations are available.