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Paper Citation Record · LEDGER

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions

As of 14 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2506.03448.

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

pith.paper-citation-record.v1
2506.03448 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:07:56.773903Z

measured 50 of 50 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T23:15:02.455554Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T23:24:02.156371Z

Reference resolution

49 of 49 outbound references displayed

  • verified exact0
  • verified fuzzy20
  • unresolved28
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39a0b446-01dc-442e-b791-51f42d4f7388 · outbound

This paper cites GPT-4 Technical Report.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions GPT-4 Technical Report

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.569378Z digest=sha256:6d9b7455f4bf231a6b18a1c58fa35fb8bf4fee5900748a874b506939cbdddefb

Observation 91207db1-5761-466d-b326-5e2a9ce5e3d4 · outbound

This paper cites Blended diffusion for text-driven editing of natural images.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Blended diffusion for text-driven editing of natural images

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.685227Z

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=2026-08-07T11:07:56.574471Z digest=sha256:f3b3ad4617e619e0928448d1b6eee94ffd978abae2a3a74551d7d5a493f7ec70

Observation c29713a3-6d54-4975-9978-dc05ca97444c · outbound

This paper cites Blended latent diffusion.ACM Transactions on Graphics, 42(4):1–11,.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Blended latent diffusion.ACM Transactions on Graphics, 42(4):1–11,

Reference 3

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raw_fallback, observed 2026-08-07T11:07:57.660892Z

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=2026-08-07T11:07:56.579665Z digest=sha256:80088f368beefe7faf66d0f1c25637b5731a0dace7f831d38fd7205023adda06

Observation 4c46eee6-4ed8-4f89-b112-5ef44244a85f · outbound

This paper cites Sega: Instructing text-to-image models using semantic guidance.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Sega: Instructing text-to-image models using semantic guidance

Reference 4

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verified fuzzy
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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=2026-08-07T11:07:56.584146Z digest=sha256:b8dd22c15ebbd897a7ada8113d7b4f44396c360292f075e771c1a44730c9a737

Observation 52626eb4-fb97-4445-9c2c-ff7ebf2ae3e6 · outbound

This paper cites In- structpix2pix: Learning to follow image editing instructions.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions In- structpix2pix: Learning to follow image editing instructions

Reference 5

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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=2026-08-07T11:07:56.588608Z digest=sha256:8d0a81f6e8b6d30542d5638ef793af9e3f108427dcd00dd8a9784c6397bcd946

Observation e675ea18-317e-426c-b6a0-c03d51dab39b · outbound

This paper cites an unresolved cited work.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Unresolved cited work

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.592745Z digest=sha256:90c0d7eb73ccd3c3a50519c95d296df27bd549a12a5515dadbf95880e4af9f02

Observation 80bf09c1-989d-4ec6-8ac7-5e3cbad3b294 · outbound

This paper cites an unresolved cited work.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Unresolved cited work

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.597197Z digest=sha256:48f83d59019b1b9947bab30620ec2e61253d19b35f98a75cf738217c476ef947

Observation 9b39f791-1d2d-4d5f-ad2f-11e91881b59a · outbound

This paper cites DiffEdit: Diffusion-based semantic image editing with mask guidance.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions DiffEdit: Diffusion-based semantic image editing with mask guidance

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.601469Z digest=sha256:baf6aefe4d7387b640b4f8563721ea71e038933a1566b94ffcb4b05ce5f9c847

Observation 95c05bf2-1118-476a-86b9-5a231eb275ee · outbound

This paper cites Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021

Reference 9

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no resolver link, observed 2026-08-07T11:07:56.606345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.606345Z digest=sha256:e5f944bfd3a80804fb77782ed98b06f98f1f13745ad49299bb1eddcf162acefd

Observation c3d76b04-9013-4872-ac8c-8a20bc9daaa2 · outbound

This paper cites Scaling rectified flow trans- formers for high-resolution image synthesis.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Scaling rectified flow trans- formers for high-resolution image synthesis

Reference 10

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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=2026-08-07T11:07:56.610452Z digest=sha256:d196935adbfa6d2485de17df26cbee2c11595c2decc43ee248dda82dcc0a0652

Observation e510e5dc-e794-4fdd-88d9-42320446fbbd · outbound

This paper cites Instructdiffusion: A generalist mod- eling interface for vision tasks, 2023.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Instructdiffusion: A generalist mod- eling interface for vision tasks, 2023

Reference 11

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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=2026-08-07T11:07:56.614974Z digest=sha256:43f1ac1a7f6c87a3080b624bafdf9b32a43660b8d5e902a2130d39d07ba6f868

Observation f5a5ff46-8c1c-4842-b049-1006bce44a21 · outbound

This paper cites Prompt-to-Prompt Image Editing with Cross Attention Control.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Prompt-to-Prompt Image Editing with Cross Attention Control

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.618997Z digest=sha256:6b5c59f1d672291e85e0d0b5666b4e1227125c8436b604080956fb9ba8e0c5c0

Observation e1c5f946-4f67-44e9-bf3b-5ad9c0d74000 · outbound

This paper cites Prompt-to-prompt image editing with cross attention control, 2022.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Prompt-to-prompt image editing with cross attention control, 2022

Reference 13

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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=2026-08-07T11:07:56.623259Z digest=sha256:ce8e37e0ee83eac091403f5c075afc165e773dea139453cd83eebdbb3bc6e852

Observation 060945a7-c97f-4477-9ab2-1f4a2c7289b4 · outbound

This paper cites Denoising diffu- sion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Denoising diffu- sion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.627322Z digest=sha256:9bcffcfb4b807b2a39690f06bcd83a681d0e47fb607268a08cf0d1a45cf631e2

Observation 9ccb1095-b454-443b-b70c-f2537401aa01 · outbound

This paper cites HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing

Reference 15

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.631296Z digest=sha256:d75ac3159a14c92e639c2bd6d1ed08d8f305373fb84cc99617460139928f8feb

Observation a32cdf7a-59b4-4cd7-8817-cb11dcc69640 · outbound

This paper cites Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Direct Inversion: Boosting Diffusion-based Editing with 3 Lines of Code

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.635791Z digest=sha256:f6e099f1469e1c09b79c447c522adc0ae99613936b933efb52569d343eb35f51

Observation 10fd080c-7ce5-4612-8fbd-46ab249db2cb · outbound

This paper cites Segment Anything.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Segment Anything

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.640341Z digest=sha256:b1fbaa7607cc6a3f3d0146475a3ce5fd1f6e0f3f436435d0d597a3c2345881dc

Observation c985d658-61bf-4fbf-b5c5-0f4e016a52c0 · outbound

This paper cites Viescore: Towards explainable metrics for conditional image synthesis evaluation, 2024.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Viescore: Towards explainable metrics for conditional image synthesis evaluation, 2024

Reference 18

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source=pdf_text observed=2026-08-07T11:07:56.644591Z digest=sha256:fdda950e6c2b2614a993f7ef9842e52f62076dc3f52a9c87dadd5314b462a1c5

Observation 5ecd52be-139b-4068-a90e-547cd36f6367 · outbound

This paper cites an unresolved cited work.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Unresolved cited work

Reference 19

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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=2026-08-07T11:07:56.649245Z digest=sha256:a4c9721f91d53d6da71dbb40a8547fd931fec0ac51190b245c72bf877586bdbf

Observation 61529b18-c85e-4eaf-b34a-0d9f2f2da7e2 · outbound

This paper cites an unresolved cited work.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Unresolved cited work

Reference 20

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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=2026-08-07T11:07:56.653095Z digest=sha256:130c9f4b660b6b8f37801686951194e8773f4f8a4733abd0f369b1077a94a651

Observation c91d7a49-8f44-4ed1-bc5a-7e5ece894946 · outbound

This paper cites Referring image editing: Object-level image editing via referring expressions.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Referring image editing: Object-level image editing via referring expressions

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.497829Z

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=2026-08-07T11:07:56.657062Z digest=sha256:971420fed37efa22afb16c6336840857086c4175a089cb5b569ce8dd5753649b

Observation 58aa8df3-5f10-4c31-af1a-c05bcb0519fe · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.660836Z digest=sha256:42e545a8ea2954faf2eff4d9b3a946f0f6b14d9f77c39314096789b066d90b0c

Observation e73f1667-b7e9-4f71-ab45-648ff9cba0da · outbound

This paper cites Flow straight and fast: Learning to generate and transfer data with rectified flow.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Flow straight and fast: Learning to generate and transfer data with rectified flow

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.482636Z

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=2026-08-07T11:07:56.665343Z digest=sha256:01ec86293ad96d168f2b67cc370dcdd69710bc69bdf4b489d4d5cdc564699da0

Observation 2696c1ba-bdf1-49a3-b809-0e61438c4ba9 · outbound

This paper cites On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.669407Z digest=sha256:77374dcf225e23366cc1888e991ccf005af5470ac886c24bfa3596bd775b6a5a

Observation 00171d7c-26ed-4cbd-8d96-24e6b8b8e1af · outbound

This paper cites Mag-edit: Localized image editing in complex scenar- ios via mask-based attention-adjusted guidance.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Mag-edit: Localized image editing in complex scenar- ios via mask-based attention-adjusted guidance

Reference 25

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raw_fallback, observed 2026-08-07T11:07:57.469534Z

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=2026-08-07T11:07:56.673533Z digest=sha256:f16738d43d21b1e9beeecabbb32ea9e79d5ba1961a1bf5a7f85d31c7b447c1f3

Observation ac86748a-e9fa-4b83-a30a-f9e127b1d115 · outbound

This paper cites SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.677262Z digest=sha256:35c29d0a2efc885e2433b3ea2e801d351079bae87f7ebb6452b64112653969b2

Observation b434815d-91d3-4fdc-b0c3-a7c7dd3636f5 · outbound

This paper cites Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Negative-prompt Inversion: Fast Image Inversion for Editing with Text-guided Diffusion Models

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.682121Z digest=sha256:2a90a48faaf2c6e819a27d9e7683c8a99988f5e8c3be77f2adbac441caf777fc

Observation 5c2f8ec3-6f42-4fb7-b8aa-edabd304a16c · outbound

This paper cites Null-text inversion for editing real im- ages using guided diffusion models.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Null-text inversion for editing real im- ages using guided diffusion models

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.456011Z

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=2026-08-07T11:07:56.686862Z digest=sha256:d339a323e66cf7f001e68ad2c5742f1b6fd0d678015a9db881b9bac6fb3110d8

Observation 374ea842-9b69-49e9-b430-e8abbdaca610 · outbound

This paper cites an unresolved cited work.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Unresolved cited work

Reference 29

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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=2026-08-07T11:07:56.691180Z digest=sha256:bfa47267bfc0b85334f88d0722d39a6ea8eab207e3a67e75e1a902c655ca2105

Observation 78b6e725-50ff-4309-9ec8-a22a874add6c · outbound

This paper cites $\lambda$-ECLIPSE: Multi-Concept Personalized Text-to-Image Diffusion Models by Leveraging CLIP Latent Space.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions $\lambda$-ECLIPSE: Multi-Concept Personalized Text-to-Image Diffusion Models by Leveraging CLIP Latent Space

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.695869Z digest=sha256:1726c18ba9035f300b85674d9992721949a5e9f37354c7ce76f9c820478df427

Observation 0fc10bfa-727c-4b04-98c8-477c3d5e511c · outbound

This paper cites Eclipse: A resource-efficient text-to-image prior for image generations.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Eclipse: A resource-efficient text-to-image prior for image generations

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.429056Z

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=2026-08-07T11:07:56.700633Z digest=sha256:b0721ee0f0f89a0b7a4e26bf49d2251e1a19c11077c004fc3239bd8fca4a3d33

Observation daa9934e-840e-4753-bed3-99223077806c · outbound

This paper cites Triplet- clip: Improving compositional reasoning of clip via synthetic vision-language negatives.Advances in neural information processing systems, 37:32731–32760, 2024.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Triplet- clip: Improving compositional reasoning of clip via synthetic vision-language negatives.Advances in neural information processing systems, 37:32731–32760, 2024

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.704618Z digest=sha256:5455876bb4dbc8d99de9735764158465a0b7e31198256a67e68828b72f756997

Observation e732d141-0e46-4da9-9929-1d5104413104 · outbound

This paper cites Metaxas, and Yezhou Yang.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Metaxas, and Yezhou Yang

Reference 33

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raw_fallback, observed 2026-08-07T11:07:57.405869Z

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=2026-08-07T11:07:56.708588Z digest=sha256:7b3a1f05092088143539d43c9129bd088d81fbb4f02c4cb18cef081353eba496

Observation 8f4ed988-640e-4930-ba16-bd13103d228c · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 34

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no resolver link, observed 2026-08-07T11:07:56.712715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.712715Z digest=sha256:228b55a078fc34d1eee1fced13b1510cde1a46280de75d9b6536d96cf988e58f

Observation b5b36acf-998c-4b4d-a376-8a27a8d6b087 · outbound

This paper cites Movie Gen: A Cast of Media Foundation Models.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Movie Gen: A Cast of Media Foundation Models

Reference 35

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no resolver link, observed 2026-08-07T11:07:56.716959Z

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source=pdf_text observed=2026-08-07T11:07:56.716959Z digest=sha256:e376c233d01af5566e5e4f351071769e41a5d89b9fa52884319dde04e47cf000

Observation 2b1979ca-ee0e-4d84-95dd-a651482a5715 · outbound

This paper cites Grounded sam: Assembling open-world models for diverse visual tasks, 2024.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Grounded sam: Assembling open-world models for diverse visual tasks, 2024

Reference 36

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.392174Z

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=2026-08-07T11:07:56.721382Z digest=sha256:5baef36c4d921afcd8f1b882b8ffa1618512122635f7fc87b3e21ba271f4a2d7

Observation 959fddcb-f344-439c-a07a-1f2765534116 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions High-resolution image synthesis with latent diffusion models

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.377643Z

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=2026-08-07T11:07:56.725292Z digest=sha256:3dfb59aa7acb10e8477abc280c84f679afa654ab36788bfbc690428952caa773

Observation afa9212c-d288-4c6b-92fc-45e0679498dc · outbound

This paper cites Pho- torealistic text-to-image diffusion models with deep language understanding.Advances in neural information processing systems, 35:36479–36494, 2022.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Pho- torealistic text-to-image diffusion models with deep language understanding.Advances in neural information processing systems, 35:36479–36494, 2022

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.729294Z digest=sha256:ad90266c6c5bab197d136759236468cf0cc993315790baf9fe869744007a9aa6

Observation 9d5c22fc-5bb7-4431-8959-43f439292973 · outbound

This paper cites Make-a-video: Text-to-video generation without text-video data.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Make-a-video: Text-to-video generation without text-video data

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.355426Z

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=2026-08-07T11:07:56.733423Z digest=sha256:8464acb3d9194323adbb255c3541f2a76c9166a2fe927d540a52c76311023264

Observation c839581c-7dc5-446f-ad15-c07af3eb0b6e · outbound

This paper cites Denoising Diffusion Implicit Models.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Denoising Diffusion Implicit Models

Reference 40

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:07:56.737326Z digest=sha256:74a8f4edf7990affc9300b86c6b8abc840388ba16ae31be363de8aef1746aa68

Observation 466d32bd-eed7-488b-b4d8-0a1488d74c7c · outbound

This paper cites LEDITS: Real Image Editing with DDPM Inversion and Semantic Guidance.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions LEDITS: Real Image Editing with DDPM Inversion and Semantic Guidance

Reference 41

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:07:56.741387Z digest=sha256:73d431cb6b5ec6ced4d69b3a372d2d4e6fcba5239679ab3da453d0d7c633e193

Observation 79ce1223-8abf-49bf-a715-28e95330f424 · outbound

This paper cites Edict: Exact diffusion inversion via coupled transformations.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Edict: Exact diffusion inversion via coupled transformations

Reference 42

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unresolved
no resolver link, observed 2026-08-07T11:07:56.745623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.745623Z digest=sha256:5968167ccdb9474fa111ab470b815348a037b40e1d8158b2241c55207aed68fd

Observation b5a98688-75cc-4730-94b5-5638342410b8 · outbound

This paper cites OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision

Reference 43

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unresolved
no resolver link, observed 2026-08-07T11:07:56.749973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:07:56.749973Z digest=sha256:da8664186ed859ec93e2c9eb00c517294a212524d5f554b3f5bcba250e543981

Observation 6bab812b-84ec-4793-ab46-98b05e596644 · outbound

This paper cites Berg, and Tamara L.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Berg, and Tamara L

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.332085Z

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=2026-08-07T11:07:56.754280Z digest=sha256:699d5e3114eb4efa46bcd343a618a77699f6277ad301a70745c3bf1ab636452a

Observation bdb4e7b5-da5e-4fe7-81e6-561cbfa25dde · outbound

This paper cites Inpaint Anything: Segment Anything Meets Image Inpainting.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Inpaint Anything: Segment Anything Meets Image Inpainting

Reference 45

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unresolved
no resolver link, observed 2026-08-07T11:07:56.757927Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:07:56.757927Z digest=sha256:c4f70ca32fa1c04212a0aa5f7dad7473d0e1526d7eae2e3655249e7897d8cf8b

Observation 766b9eb4-41e5-491e-8ccc-8d1835dce9d1 · outbound

This paper cites Inpaint anything: Segment anything meets image inpainting, 2023.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Inpaint anything: Segment anything meets image inpainting, 2023

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.318360Z

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=2026-08-07T11:07:56.762285Z digest=sha256:b8e0425a249d4e8bd3487768f67e249fd127b7098f1af18c2869885eaac6840b

Observation 47ba8912-db17-43e3-98b9-a84e5bf6b56b · outbound

This paper cites Magicbrush: A manually annotated dataset for instruction- guided image editing, 2024.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Magicbrush: A manually annotated dataset for instruction- guided image editing, 2024

Reference 47

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.304665Z

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=2026-08-07T11:07:56.766249Z digest=sha256:88e4d73875fa98fe1c200ee187b324e9a492a69c25f14fc64f9fa9ec9eb77367

Observation d39e8e35-ea6e-4584-a4b2-e7f0b9e79baa · outbound

This paper cites Hive: Harnessing human feedback for instructional visual editing.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Hive: Harnessing human feedback for instructional visual editing

Reference 48

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verified fuzzy
raw_fallback, observed 2026-08-07T11:07:57.290667Z

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=2026-08-07T11:07:56.770090Z digest=sha256:7322de64769fc04d53b570c3c169d68505adea820eaab0a3756928598aec08c5

Observation de5b2754-a676-4cc2-ba5f-4b423d3cf7f9 · outbound

This paper cites score" : [...],.

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions score" : [...],

Reference 49

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malformed identifier
raw_fallback, observed 2026-08-07T11:07:56.915563Z

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=2026-08-07T11:07:56.773903Z digest=sha256:7e9205968cbc42ed3640d70b0adb70b3559b692b9fb7a575561251669d2cef2b

Pith citing papers

Observation 65dd4eaa-8ce3-4f40-9e6a-127df0ebb825 · inbound

Towards Open-World Referring Expression Comprehension: A Benchmark with Training-free Multi-task Consistency Checker cites this paper.

Towards Open-World Referring Expression Comprehension: A Benchmark with Training-free Multi-task Consistency Checker RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions

Reference 30

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verified exact
arxiv_id, observed 2026-06-29T23:24:02.157741Z

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=2026-06-29T23:15:02.455554Z digest=sha256:7ef89016a36e99d923849e2b0543f4a202f0221de87fac8a69598c6b53d1f0f8