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Paper Citation Record · LEDGER

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow

As of 19 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2508.06033.

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

pith.paper-citation-record.v1
2508.06033 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:01:13.530496Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

24 of 24 outbound references displayed

  • verified exact3
  • verified fuzzy8
  • unresolved12
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cfb5354e-c12b-4c55-94f0-7f62322cafe9 · outbound

This paper cites Strategic Reasoning with Language Models.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Strategic Reasoning with Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:12.301813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:12.301813Z digest=sha256:cacfcc118032c4f4262667dfcdc1e5269e005713b5e017204eb720e05f509cae

Observation 6e5074be-22d6-4b5e-ab8f-c71c5202bea1 · outbound

This paper cites JARVIS-VLA: Post-Training Large-Scale Vision Language Models to Play Visual Games with Keyboards and Mouse.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow JARVIS-VLA: Post-Training Large-Scale Vision Language Models to Play Visual Games with Keyboards and Mouse

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:12.517727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:12.517727Z digest=sha256:68ee1e8475859f1174452e03981f90d2314e0ee3ce81faef4be4b211e63ab454

Observation f8ad9e9a-ae85-47ed-bab3-553eaa2bd44a · outbound

This paper cites opening” (e.g., for Protoss, “Oracle opening,.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow opening” (e.g., for Protoss, “Oracle opening,

Reference 7

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T23:01:15.473073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:13.232874Z digest=sha256:12bd84832771c0eec4ee47e2ae126762612fa3ecb52fca3af9b24b8a562e618d

Observation d2954fff-0590-45ca-a794-e5d54c808aae · outbound

This paper cites CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:12.696588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:12.696588Z digest=sha256:b8ec9e7f286544a89adb40225f99808c108846e5d17f0361b0fb1e9c1c7c5db4

Observation 438a3f5e-06e6-4c06-8ea2-f093aa578bb0 · outbound

This paper cites Swarmbrain: Embodied agent for real- time strategy game starcraft ii via large language models.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Swarmbrain: Embodied agent for real- time strategy game starcraft ii via large language models

Reference 9

Resolution
verified exact
raw_fallback, observed 2026-08-05T23:01:13.973076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:12.801820Z digest=sha256:729534784f85d13d88216c147f52b7b7b62abaf993df1c8a2164fae4e6f55243

Observation cf6444ba-e0ae-41e2-9cc9-151a639aefc1 · outbound

This paper cites Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:12.888360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:12.888360Z digest=sha256:302b678e74102520013929799b4c080457ba900fb8fc20d4866cc91fbe70caad

Observation 50894b87-102b-4156-a91b-aacec20ffe62 · outbound

This paper cites ILBiT: Imitation Learning for Robot Using Position and Torque Information based on Bilateral Control with Transformer.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow ILBiT: Imitation Learning for Robot Using Position and Torque Information based on Bilateral Control with Transformer

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:01:13.762730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:12.935321Z digest=sha256:aa2e68e7fbd060501c8d6dcaa1a3735c5401b06760785b6d728f02b4f3b32cce

Observation dfb62fc1-0191-4ac1-82d2-b33c2d9da5c7 · outbound

This paper cites RoboCopilot: Human-in-the-loop Interactive Imitation Learning for Robot Manipulation.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow RoboCopilot: Human-in-the-loop Interactive Imitation Learning for Robot Manipulation

Reference 13

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no resolver link, observed 2026-08-05T23:01:12.963333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:12.963333Z digest=sha256:075f9214e4274ca7c64377877c332ba42bec0600d74d13ffd53c0967eaf9075a

Observation 9c554415-8716-418c-a3bb-3e7256a8c7ed · outbound

This paper cites Qwen3 Technical Report.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Qwen3 Technical Report

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:13.080099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:13.080099Z digest=sha256:c29d535d9a4fc52f63d209a3d94f172398a1c6f687c222dd239a65e4a40f2fa9

Observation 4e7552fe-9ec1-4779-9add-e152652ee752 · outbound

This paper cites Multi-Agent Reinforcement Learning: A Selective Overview of Theories and Algorithms.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Multi-Agent Reinforcement Learning: A Selective Overview of Theories and Algorithms

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:13.122644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:13.122644Z digest=sha256:96980e0dcb4907f8e6e87d3d6e2236fe3aaafaddfa2928146f587a43b4da45c8

Observation cd942667-ef3b-42f8-bdb7-7a61fa77df2b · outbound

This paper cites (2024), as shown in Tab.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow (2024), as shown in Tab

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:01:15.302048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:13.276817Z digest=sha256:f56ddfcd46dd7def00456f01a1a40cb87588ed289984c548e87c5466953ab7d3

Observation 1e6d7002-f440-487a-b6b2-9d180b86b33d · outbound

This paper cites We present results for Win rates (%), APU, RUR, PBR, and TR against Computers on Harder Level (Lv.5).

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow We present results for Win rates (%), APU, RUR, PBR, and TR against Computers on Harder Level (Lv.5)

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:01:15.053942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:13.325191Z digest=sha256:406ce5d58659eb28aee147397f7ed6ee721a5b58d512ec86488193d344c34a85

Observation 1637bee0-f9a6-41d9-9996-82d84851d5fc · outbound

This paper cites We believe this is because all models are trained on the same imitation learning data we collected, which minimizes performance gaps between them.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow We believe this is because all models are trained on the same imitation learning data we collected, which minimizes performance gaps between them

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:01:14.631253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:13.420112Z digest=sha256:13247266ff6d58a195503c6d3f7f8dd532e0d61468c4ca44fd9337718853bd6f

Observation 673cd361-2c1b-441b-b4b9-36c8c03a7fe3 · outbound

This paper cites Among the open-source models, larger variants ( e.g., Qwen-2.5 72B) perform well, closely approaching the performance of certain closed-source models (e.g., GPT-4o-mini and Claude).

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Among the open-source models, larger variants ( e.g., Qwen-2.5 72B) perform well, closely approaching the performance of certain closed-source models (e.g., GPT-4o-mini and Claude)

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:01:14.358898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:13.452690Z digest=sha256:3cd617bfdf17342a2419113043c7ff051b63b641da7c9ba0efe80b1e9de0941c

Observation 810754a3-6098-462a-ae59-fd5e740e4aeb · outbound

This paper cites Figure 11: System prompt for the Protoss race.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Figure 11: System prompt for the Protoss race

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:01:14.160294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:13.530496Z digest=sha256:7fa94bf3c06919e93e42bd56c9ea32b75a976b35ef5932406a18e322849370e7

Observation 60ee8e0a-8605-4873-970d-0ff7c4edf867 · outbound

This paper cites PaLM-E: An Embodied Multimodal Language Model.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow PaLM-E: An Embodied Multimodal Language Model

Reference 1971

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:12.255345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:12.255345Z digest=sha256:fc62e261958690ea2aa12e156c2277080501c3308c8f1ca5f6aac328ba4beab3

Observation 3f89f5bc-fcba-46b1-b1e9-f002a943cdcf · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow LLaMA: Open and Efficient Foundation Language Models

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:12.840928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:12.840928Z digest=sha256:f5140b7d8e8a6b0a927a99a03b748904c09439b1583d5492b5f4df35b75575c2

Observation 04710006-8c75-4570-9270-3e7aed33f88b · outbound

This paper cites Players choose from one of three race: Terrans (humans), Protoss (technologically advanced aliens), or Zerg (rapidly evolving lifeforms).

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Players choose from one of three race: Terrans (humans), Protoss (technologically advanced aliens), or Zerg (rapidly evolving lifeforms)

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:01:15.580227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:13.183095Z digest=sha256:227ed1e05c566c8cc032ec8dcd9f310444c5947708812bcc60e116b260d5e0ec

Observation 67aa3919-2bd9-48e4-abe6-c69fd73ffdb7 · outbound

This paper cites Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning

Reference 2020

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:01:14.094587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:12.160967Z digest=sha256:50b2a5b2e6d3060044adf4b34effd47072d03bb2f731c18052a1c05bd4cb7a80

Observation 40b95cf9-2f7f-486f-840c-a59b170a3400 · outbound

This paper cites society of mind.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow society of mind

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:01:14.845964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:13.372755Z digest=sha256:572812213e0e62702e4d60c363ff7816bb31dde5d4ecdf046edfdafea8774268

Observation 6522dc04-ecc3-466f-8d5d-29d084975fee · outbound

This paper cites The arcade learning environment: An evaluation platform for general agents.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow The arcade learning environment: An evaluation platform for general agents

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:01:15.710279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:12.097403Z digest=sha256:cf5f794cbe22ed7b36ae93c6d10fe5b9cd1f8b1cd4eb3f2c0f4e8f921211a282

Observation 8e35ae61-48f3-4bda-a3ec-be64a044ae68 · outbound

This paper cites PokeLLMon: A Human-Parity Agent for Pokemon Battles with Large Language Models.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow PokeLLMon: A Human-Parity Agent for Pokemon Battles with Large Language Models

Reference 2023

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unresolved
no resolver link, observed 2026-08-05T23:01:12.409742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:12.409742Z digest=sha256:4e0baa9ba83c9350f0f2b57525aa3b5b0f6235cee158413eb8e6a2f542e0e4b2

Observation bcaa5ec3-1b64-4a15-92d1-eb912243269c · outbound

This paper cites an unresolved cited work.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Unresolved cited work

Reference 2024

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unresolved
raw_fallback, observed 2026-08-05T23:01:15.640835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T23:01:12.611868Z digest=sha256:263488c08e20771505f6b7c76c3bbcf6aab761deea21fd1770da414e6f0bcd6d

Observation c55c15e6-7286-49a4-a6e2-37453ec99ba7 · outbound

This paper cites Qwen2 Technical Report.

InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow Qwen2 Technical Report

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T23:01:13.005701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:01:13.005701Z digest=sha256:6059abcc75a0b54a23cb357c24a82ef2ff34d786496e1f2f61b97fbefa5d26c4

Pith citing papers

No inbound Pith citation observations are available.