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Paper Citation Record · LEDGER

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

As of 17 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 13 inbound Pith citation observations for arXiv:2505.16707.

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

pith.paper-citation-record.v1
2505.16707 v1

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:02:23.393218Z

measured 86 of 86 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:54:58.345281Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:09:50.723506Z

Reference resolution

73 of 73 outbound references displayed

  • verified exact0
  • verified fuzzy39
  • unresolved32
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 309487b3-e06c-48ea-abca-18d367c5cd16 · outbound

This paper cites Generative Multimodal Pretraining with Discrete Diffusion Timestep Tokens.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Generative Multimodal Pretraining with Discrete Diffusion Timestep Tokens

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:15.374933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:15.374933Z digest=sha256:fc373dcf91a5f6f98b34997706cfbce4d00c1be3e8dbadaeb58d702457d7d8d7

Observation b3565ffd-92b3-48dc-909e-d0953b23e199 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Emu3: Next-Token Prediction is All You Need

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:15.459381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:15.459381Z digest=sha256:89a15c48152440def4813a6c7c66867bad33e7944f940782be4a269ba7665bc9

Observation e56696c7-96ad-4237-a16c-1613ab04eeb0 · outbound

This paper cites Diffusion model-based image editing: A survey.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Diffusion model-based image editing: A survey

Reference 3

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T15:02:24.468415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:15.530552Z digest=sha256:910b79f11bbebff024739550d169add1ba47293bf995d75d1a3f5a50247abaa6

Observation 6237f98f-52da-4c53-8eb8-72dde0704d4e · outbound

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

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Magicbrush: A manually annotated dataset for instruction-guided image editing

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:31.867542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:15.639122Z digest=sha256:99053035fb6a39bf8df1229763ba846dc95551a430987e5eea739fca469992d5

Observation 34b26f79-3b6f-4dc4-a775-28435af2b91e · outbound

This paper cites Instructpix2pix: Learning to follow image editing instructions.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Instructpix2pix: Learning to follow image editing instructions

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:31.659816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:15.751588Z digest=sha256:7e486484c6c22270ef73827524bd9c37976b65dfe9410d6549b36e845cd3b43b

Observation d5cdce0e-4bfd-48c1-9821-73734448e2b5 · outbound

This paper cites Hyperstyle: Stylegan inversion with hypernetworks for real image editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Hyperstyle: Stylegan inversion with hypernetworks for real image editing

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:31.473151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:16.096955Z digest=sha256:f6b0eb0a0c721f2a98b256f8367098e677ef3820073058444b3165947369e61f

Observation fad12e28-8953-40f0-ba9c-0e99e3430ab2 · outbound

This paper cites Spaceedit: Learning a unified editing space for open-domain image color editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Spaceedit: Learning a unified editing space for open-domain image color editing

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:31.307394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:16.504412Z digest=sha256:7f89964131b3ccf73ab86292370c644a2b60bfc86b8706595206f97c34e7dd1d

Observation 25e527ad-b55b-4b04-8b6d-e80107cefb9a · outbound

This paper cites Step1X-Edit: A Practical Framework for General Image Editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Step1X-Edit: A Practical Framework for General Image Editing

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:16.594197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:16.594197Z digest=sha256:9c0a1912b2ddae35033d656df76f9e509612e46203384a298a9fe57756c36fe9

Observation e322eae4-76f3-49ad-94f2-997e7de49d88 · outbound

This paper cites AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:16.680285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:16.680285Z digest=sha256:ecf4c3c54c51e78e23854a9a2687e25795b99b701ed4b010726bdb705249795d

Observation 2a0928ba-56dc-4f6e-a987-3068b786be3e · outbound

This paper cites GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:16.805570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:16.805570Z digest=sha256:7af40c21c1a2e11b4cf37053ecc56aaea186a25ea996177b99982ff7c4da6382

Observation 59f4fc20-7288-4d80-ba87-b99cb1092b4a · outbound

This paper cites LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:16.891364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:16.891364Z digest=sha256:ceb66222894412864f9f09a2d72a40639ce6ac8bf90d8269edc23a9082f7697b

Observation 6b67d462-04ea-4df1-ac7a-65a788cb2310 · outbound

This paper cites Dall-eval: Probing the reasoning skills and social biases of text-to-image generation models.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Dall-eval: Probing the reasoning skills and social biases of text-to-image generation models

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:31.123906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:16.992014Z digest=sha256:d22692d1e51543ef8958f63738d22d91a97ab6df7ef053d5758981a6b8b04359

Observation 823452fe-5498-4174-8fbc-3a109baaac79 · outbound

This paper cites Smartedit: Exploring complex instruction-based image editing with multimodal large language models.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Smartedit: Exploring complex instruction-based image editing with multimodal large language models

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:30.841829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:17.113467Z digest=sha256:f4aece66a83b9177601a978f4d4f3f0a42486234c43430ad87c371801dcefd01

Observation 130e09ea-d2d1-4807-9936-288b3637efc5 · outbound

This paper cites WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:17.872440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:17.872440Z digest=sha256:efba662e63dc5ee1cb0ba869f0872e8a1f83c9e403057fcb1b8bf24127041d2e

Observation 29ab2a45-37e1-4aae-95f5-3144ca400c86 · outbound

This paper cites PosterMaker: Towards High-Quality Product Poster Generation with Accurate Text Rendering.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models PosterMaker: Towards High-Quality Product Poster Generation with Accurate Text Rendering

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:17.970176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:17.970176Z digest=sha256:b1e898d9d64a628be7d6818a82b0f8b64588341c9b1467bdef01fa991a29067f

Observation 349a473c-d2e3-4f13-ae5d-cda8e3a92cf0 · outbound

This paper cites Enhancing image editing with chain-of-thought reasoning and multimodal large language models.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Enhancing image editing with chain-of-thought reasoning and multimodal large language models

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:30.617138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:18.118368Z digest=sha256:d5b398580c1d800c322980074db3eb78cd0e4b090ba51f87b3581f88c7536c5c

Observation 878b40ac-f11b-43b7-a642-64d481dac74d · outbound

This paper cites A Survey of Multimodal-Guided Image Editing with Text-to-Image Diffusion Models.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models A Survey of Multimodal-Guided Image Editing with Text-to-Image Diffusion Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:18.230361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:18.230361Z digest=sha256:8d4856f43edb4bba5de1dd5b3c63fdf9897c2099bbde3b07aac0253b0d57fedc

Observation 5c0a23dc-b10a-42a2-a5fa-a2396ea59955 · outbound

This paper cites Multimodal image synthesis and editing: A survey and taxonomy.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Multimodal image synthesis and editing: A survey and taxonomy

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:30.353085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:18.331577Z digest=sha256:d856f4fb5d50133c5cde9265c2ed1707028017b860aa8c8d3bca49c9aa95be7d

Observation 2c66f45a-baff-45be-80d4-1408aebfc3b9 · outbound

This paper cites Fleet, Radu Soricut, Jason Baldridge, Mohammad Norouzi, Peter Anderson, and William Chan.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Fleet, Radu Soricut, Jason Baldridge, Mohammad Norouzi, Peter Anderson, and William Chan

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:30.222398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:18.430034Z digest=sha256:e3ef452d60128160b6e3344b8da9040f8178bb049cf13747b9cc7a1283e33f2c

Observation 0ab5a83b-be6c-4f28-96cb-44d750368d0f · outbound

This paper cites EditVal: Benchmarking Diffusion Based Text-Guided Image Editing Methods.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models EditVal: Benchmarking Diffusion Based Text-Guided Image Editing Methods

Reference 20

Resolution
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no resolver link, observed 2026-08-07T15:02:18.552724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:18.552724Z digest=sha256:674915fc576c0efaeeb392197897fae362d67bba50e126e1594170cadd94c25d

Observation 20b816e1-5d43-477b-8e3f-3529f963c43c · outbound

This paper cites Imagic: Text-based real image editing with diffusion models.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Imagic: Text-based real image editing with diffusion models

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:30.027875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:18.664486Z digest=sha256:3203b00cbc7c8d3b3e89b333cf7f5473af43345064ca664fceb8ba9f22378f5a

Observation 51b1847c-dd87-4ea2-9b18-a4430f4461b2 · outbound

This paper cites I2ebench: A comprehensive benchmark for instruction-based image editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models I2ebench: A comprehensive benchmark for instruction-based image editing

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:29.932577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:18.748710Z digest=sha256:ddfc8a256a3620b56d8c83453b32b489a41dc3cf2142dc7fc7593f326c88da8c

Observation 0f2b06b6-95f6-4bda-a215-dc60ee6cdf7d · outbound

This paper cites ICE-Bench: A Unified and Comprehensive Benchmark for Image Creating and Editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models ICE-Bench: A Unified and Comprehensive Benchmark for Image Creating and Editing

Reference 23

Resolution
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no resolver link, observed 2026-08-07T15:02:18.859063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:18.859063Z digest=sha256:d0733ea5d02e85ce8a51181353944b4d0336584285e53334aa661b942c8d2dea

Observation 14ab3068-66c6-42fd-9074-89f6808faafe · outbound

This paper cites ReasonPix2Pix: Instruction Reasoning Dataset for Advanced Image Editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models ReasonPix2Pix: Instruction Reasoning Dataset for Advanced Image Editing

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:18.948901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:18.948901Z digest=sha256:e9d32cacd0c08b625f5166720f766e6c5489008ef4b36d7251b151c3832c5fb8

Observation b581966b-fd95-440e-9f83-846e1a6cf04d · outbound

This paper cites Emu edit: Precise image editing via recognition and generation tasks.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Emu edit: Precise image editing via recognition and generation tasks

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:29.808318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:19.055673Z digest=sha256:78ce002b1c219f13fcd165ec8de4281dbcbf4b11b6c08a48c44431b53dc1c7c7

Observation 666b9b1c-9535-4cd4-baa4-15a33dc87ff3 · outbound

This paper cites Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:19.159437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:19.159437Z digest=sha256:5b9b199fb099dc638efeeb5ab4935fe2c87513220f14a2e0ee5ac24797128a55

Observation b5031415-7987-492b-9b4d-b0ecc2896725 · outbound

This paper cites A revision of bloom’s taxonomy: An overview.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models A revision of bloom’s taxonomy: An overview

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:29.688249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:19.259871Z digest=sha256:f483ea23e0c6faa5442dc646de0d69e46a0c6b61670237cbfa463bd2433a1364

Observation a2bf4d0a-8cce-4923-a37d-29896e2443ef · outbound

This paper cites Sine: Single image editing with text-to-image diffusion models.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Sine: Single image editing with text-to-image diffusion models

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:29.592667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:19.364611Z digest=sha256:8a95210d3e534a3965bb5d8774e3a754dd8886f94eb8f221ea8b817c239124b2

Observation 792f4c1f-e76f-4166-9d3e-c359d87c6e47 · outbound

This paper cites Move and act: Enhanced object manipulation and background integrity for image editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Move and act: Enhanced object manipulation and background integrity for image editing

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:29.472693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:19.460490Z digest=sha256:2deb04cef7527d11c0ed7923c0f1a03e7ad42cc3c090ba2b404a56f135a44835

Observation 37bfe57f-34a9-4846-81af-3f372d66cc03 · outbound

This paper cites CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and Generation.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and Generation

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:19.589481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:19.589481Z digest=sha256:964dd884258c287af4e2f4922192029a6a01dfd25abbc25ed935ac7fc1af24d0

Observation 073caaef-787d-4cda-baeb-9fc99fad332b · outbound

This paper cites Vision-language models for vision tasks: A survey.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Vision-language models for vision tasks: A survey

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:29.316651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:19.707898Z digest=sha256:a2fa88aa453375bef6acc00a92d585b634fe3078d1aa1df81c4d0c4ce5464396

Observation 36b2309e-772f-48ff-a0ad-84e677940287 · outbound

This paper cites GPT-4V(ision) as a Generalist Evaluator for Vision-Language Tasks.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models GPT-4V(ision) as a Generalist Evaluator for Vision-Language Tasks

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:19.792453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:19.792453Z digest=sha256:1bb4810458eff88123a8ea72b76515d7adaef86b92952faff536f68ad34e0474

Observation 30cd135d-2886-45b7-83a3-d2d5c7aea4e5 · outbound

This paper cites Collaborative score distillation for consistent visual editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Collaborative score distillation for consistent visual editing

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:29.129598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:19.927493Z digest=sha256:d43ba6daba47cdc7b6e00c69e71dea3bb26de8556c54c7ea186850924ceff653

Observation 3a2ee479-066c-46ef-9ce3-9fa95591ad64 · outbound

This paper cites Editgan: High-precision semantic image editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Editgan: High-precision semantic image editing

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:29.011952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:20.040041Z digest=sha256:7d6115396bfc1381fed4f6bbd47d3e07a1009ca4368c23afbf0aa89759d0812a

Observation de46c5c4-34bf-4e94-b65d-11ac9e890768 · outbound

This paper cites REALEDIT: Reddit Edits As a Large-scale Empirical Dataset for Image Transformations.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models REALEDIT: Reddit Edits As a Large-scale Empirical Dataset for Image Transformations

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:20.132372Z digest=sha256:f2270c09c716d7bb46ae0e0ee08edb3f0c9ca537a4ac5a2e7947313809e26382

Observation 7b580e15-16fd-4119-b882-b5af54639995 · outbound

This paper cites Mllm-as-a-judge: Assessing multimodal llm-as- a-judge with vision-language benchmark.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Mllm-as-a-judge: Assessing multimodal llm-as- a-judge with vision-language benchmark

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:28.828385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:20.226907Z digest=sha256:ab99092cd03260b11e25caa1a0d647f618960f884dd05ac7088b5b1fc003aa51

Observation 9c5d4996-a59b-42b5-9afd-f66c71cf0941 · outbound

This paper cites A Survey on LLM-as-a-Judge.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models A Survey on LLM-as-a-Judge

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:20.346495Z digest=sha256:cfb7d29411a859f4bcccb31e2f30d664c6112edbf41bad85b8da83b3b82804ef

Observation aa281a56-d3cb-4205-9148-de90d577da8e · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:28.669880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:20.466735Z digest=sha256:d3f67c2a333ddfca7f26b2df87f554445d4d668604a26c33f326ed6490cac273

Observation 68756520-ceb8-40b8-999b-4d5530284032 · outbound

This paper cites Personalized Generation In Large Model Era: A Survey.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Personalized Generation In Large Model Era: A Survey

Reference 39

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no resolver link, observed 2026-08-07T15:02:20.568946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:20.568946Z digest=sha256:5fb1fa3c423786c8157d2f74645bb107b95e0da694e3e961e65ced9942426481

Observation 5b5c2a59-3f54-4635-bd04-b1ae8de39500 · outbound

This paper cites Diffusion Model-Based Image Editing: A Survey.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Diffusion Model-Based Image Editing: A Survey

Reference 40

Resolution
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no resolver link, observed 2026-08-07T15:02:20.668967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:20.668967Z digest=sha256:a90945f8b80ddb2bac576a04de7b01107c1a5355d5b037293447da28badf557f

Observation 1bf73abb-3ddb-41ba-b869-c867bebf8b32 · outbound

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

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations

Reference 41

Resolution
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no resolver link, observed 2026-08-07T15:02:20.802755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:20.802755Z digest=sha256:9f3c19cee8a7cd0fdbdd64639dd46181944cad13f600a0e26672d2eddfb33e77

Observation bf8d85b5-760d-48d3-953a-a402ea153180 · outbound

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

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Prompt-to-Prompt Image Editing with Cross Attention Control

Reference 42

Resolution
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no resolver link, observed 2026-08-07T15:02:20.905494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:20.905494Z digest=sha256:fb32f7e74c418f439a9f3257a67c837889678303647466c8a13723dc3f385412

Observation 6bc75397-f74e-4246-9021-0a507d1045e5 · outbound

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

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Blended diffusion for text-driven editing of natural images

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:28.445353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:20.964577Z digest=sha256:8fbef8e40887ee990128493112e5ff9b1e7b21d6d1a76137c78e55d9ba4e5957

Observation 2a3d90f9-b3f4-4581-8619-041395be28ad · outbound

This paper cites PersonaHOI: Effortlessly Improving Personalized Face with Human-Object Interaction Generation.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models PersonaHOI: Effortlessly Improving Personalized Face with Human-Object Interaction Generation

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:28.250847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:21.023488Z digest=sha256:d9ab23ae42f742ebdc558ba816f6eb2d0a98baff91a2ecf92e0d91e87fcdf560

Observation 8a312027-8bd5-43fb-a0df-57e94866f335 · outbound

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

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Null-text inversion for editing real images using guided diffusion models

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:28.071344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:21.152480Z digest=sha256:7a8e4edf56b893980c7035f4153bb576dbb6064d948449ef9c8671fcde2184e8

Observation a1e24974-4400-40e4-ac17-605606a1eca9 · outbound

This paper cites InstructAny2Pix: Flexible Visual Editing via Multimodal Instruction Following.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models InstructAny2Pix: Flexible Visual Editing via Multimodal Instruction Following

Reference 46

Resolution
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no resolver link, observed 2026-08-07T15:02:21.257563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:21.257563Z digest=sha256:6afadfdf1d03fb0d6208e20070ebdbfb363a77e58816cbae9da32359c7ad6a37

Observation 9cd40d39-3717-4488-82cc-9b1188a15911 · outbound

This paper cites InstructEdit: Improving Automatic Masks for Diffusion-based Image Editing With User Instructions.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models InstructEdit: Improving Automatic Masks for Diffusion-based Image Editing With User Instructions

Reference 47

Resolution
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no resolver link, observed 2026-08-07T15:02:21.336958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:21.336958Z digest=sha256:e9097691216695d518226f9eda565af13e346605731c01059548a496831310c5

Observation c79dbc28-c525-43b8-9d0d-5d067ae8248e · outbound

This paper cites Ultraedit: Instruction-based fine-grained image editing at scale.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Ultraedit: Instruction-based fine-grained image editing at scale

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:27.808728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:21.425844Z digest=sha256:df9cf704057f5a1dc5e75567403c8c16aa297095f70b5e98e2450da2a4144b03

Observation 32d46877-413a-49ab-b10c-c74ec3dd33ed · outbound

This paper cites HIVE: Harnessing Human Feedback for Instructional Visual Editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models HIVE: Harnessing Human Feedback for Instructional Visual Editing

Reference 49

Resolution
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no resolver link, observed 2026-08-07T15:02:21.521448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:21.521448Z digest=sha256:6043cfad606d8fa4be1d5d94a81d93dd5260d32917f5f9d0990c902b96f1a8af

Observation 5ee9c468-5802-4623-821d-e399ed8d7fd7 · outbound

This paper cites FreeEdit: Mask-free Reference-based Image Editing with Multi-modal Instruction.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models FreeEdit: Mask-free Reference-based Image Editing with Multi-modal Instruction

Reference 50

Resolution
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no resolver link, observed 2026-08-07T15:02:21.610738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:21.610738Z digest=sha256:d86f139f5cb1221d30df239a0dcb65c58d318a9b6fb161f12825f063f890b84a

Observation c41009cb-0a07-40a7-998e-d45bc6d9f438 · outbound

This paper cites Gpt-image-1: Openai’s multimodal image generation model.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Gpt-image-1: Openai’s multimodal image generation model

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:27.623760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:21.659558Z digest=sha256:5e61d81d45640a5d21f66fb562c72e2a4da6c4b05fe9e5b0afab135e70356084

Observation 1d85ba9f-ecef-469c-bfa5-9ffdd2abe375 · outbound

This paper cites Doubao: Bytedance’s ai chat assistant.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Doubao: Bytedance’s ai chat assistant

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:27.404576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:21.733696Z digest=sha256:5c525d35d97bef4048a1f423347b3e1e9ac0684179f44fa31745a7f268883497

Observation c3653821-1731-4b84-8a84-0e36b982d5b7 · outbound

This paper cites Experiment with gemini 2.0 flash native im- age generation, March 2025.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Experiment with gemini 2.0 flash native im- age generation, March 2025

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:27.092162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:21.835019Z digest=sha256:d93f598056f691d33bf4d4b4c72fe1c08218cad2c6a34df9d57ad2e330d07a71

Observation 4da1ae78-3217-402d-962c-720a1cfc5fe4 · outbound

This paper cites Omniedit: Building image editing generalist models through specialist supervision.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Omniedit: Building image editing generalist models through specialist supervision

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:26.881978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:21.913300Z digest=sha256:4686616f4cba0fea62372a71708aef91e781a17f2ee1323c9ba1ea8cc1b881d4

Observation 3803a5d5-3cb2-4ef3-811a-34ffe195aee0 · outbound

This paper cites SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing

Reference 55

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no resolver link, observed 2026-08-07T15:02:21.983159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:21.983159Z digest=sha256:9610bf1db93d832117e2a034828ac03738ee2767e53c7159011c327b2484ba50

Observation 04b0e700-c8fa-4a9a-95b9-d49243cd0d52 · outbound

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

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing

Reference 56

Resolution
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no resolver link, observed 2026-08-07T15:02:22.083378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:22.083378Z digest=sha256:90b590ea9dce971af8f9ac92be9a77a080090d6e13a5f08cfab18be31885febd

Observation 7c1e4e3c-a9c0-4fb7-85ab-7640ea0bea70 · outbound

This paper cites Promptfix: You prompt and we fix the photo.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Promptfix: You prompt and we fix the photo

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:26.666083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:22.167585Z digest=sha256:7d112441a203964a219bb8bdb297868a414eb024fb4427d7e94ddc37a970cf75

Observation de9177e2-8e00-4251-96df-85816571f97e · outbound

This paper cites HumanEdit: A High-Quality Human-Rewarded Dataset for Instruction-based Image Editing.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models HumanEdit: A High-Quality Human-Rewarded Dataset for Instruction-based Image Editing

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:22.287337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:22.287337Z digest=sha256:d9e292fad7876a440470efce0f48b59a013752f86b0bd0eb02da09b292f55a9f

Observation 559ea833-9e14-4e14-b79d-99b96b9d190b · outbound

This paper cites OminiControl: Minimal and Universal Control for Diffusion Transformer.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models OminiControl: Minimal and Universal Control for Diffusion Transformer

Reference 59

Resolution
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no resolver link, observed 2026-08-07T15:02:22.387738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:22.387738Z digest=sha256:b3a0985d271fb45fa7f1c7d755ca93c8c34595514da11aa0be1361325604b26f

Observation 1f1676ea-a518-4a84-9653-f2eb88c9486f · outbound

This paper cites $\texttt{Complex-Edit}$: CoT-Like Instruction Generation for Complexity-Controllable Image Editing Benchmark.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models $\texttt{Complex-Edit}$: CoT-Like Instruction Generation for Complexity-Controllable Image Editing Benchmark

Reference 60

Resolution
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no resolver link, observed 2026-08-07T15:02:22.459966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:22.459966Z digest=sha256:1abd58a542daae14a1c5133110b25e83b83222bee45b15f61ea503b7d65cfe3e

Observation d61a3fda-22be-46de-80f1-9b27ff32ef79 · outbound

This paper cites Learning action and reasoning-centric image editing from videos and simulation.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Learning action and reasoning-centric image editing from videos and simulation

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:26.535138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:22.543890Z digest=sha256:7d60d942cdb65a66a8a1411957a948e0a15069c017a7940334a0652d204a22be

Observation 868d3bee-4cae-42f7-838d-0c11ea780f5b · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Emerging Properties in Unified Multimodal Pretraining

Reference 62

Resolution
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no resolver link, observed 2026-08-07T15:02:22.593985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:22.593985Z digest=sha256:d13731ce9b92dae546dfba631f93049a921b8a5b2f84df45a667970994ce034e

Observation 45668b31-ddca-4223-ac6b-8e40dd23c6f6 · outbound

This paper cites Hybridmind: Meta selection of natural language and symbolic language for enhanced llm reasoning.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Hybridmind: Meta selection of natural language and symbolic language for enhanced llm reasoning

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:26.373359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:22.686867Z digest=sha256:38f337fcf4b5508e5f468bce6bd5279e073fa2b86499460feef26952fa58556f

Observation ac38a4f9-e5fc-4eca-b7fc-2fbc179bcd5e · outbound

This paper cites Abo: Dataset and benchmarks for real-world 3d object understanding.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Abo: Dataset and benchmarks for real-world 3d object understanding

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:26.209757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:22.751550Z digest=sha256:48982a4379239b25265ac4f87bdaf4d25d1404f89e9e67efeea502d8d8c8b698

Observation e3b75f57-9164-4ef8-bdde-28e6cc563f18 · outbound

This paper cites How far are we from intelligent visual deductive reasoning? In First Conference on Language Modeling.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models How far are we from intelligent visual deductive reasoning? In First Conference on Language Modeling

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:26.032993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:22.835429Z digest=sha256:10b15c801516dffa0d521f12fa3a5001e3b7bc6420509ef23279bfaee6989fc2

Observation 3a4fe116-62a4-4fb3-8a49-634928a5759a · outbound

This paper cites V-prom: A benchmark for visual reasoning using visual progressive matrices.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models V-prom: A benchmark for visual reasoning using visual progressive matrices

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:25.774423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:22.922129Z digest=sha256:cc6fbbfac746fe1f62b3b1777e42718c820f0340c0c7fdbc4c1687cb89961d0d

Observation cb88a8f3-6233-49c7-b588-7ccca538327d · outbound

This paper cites Viton-hd: High-resolution vir- tual try-on via misalignment-aware normalization.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Viton-hd: High-resolution vir- tual try-on via misalignment-aware normalization

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:25.647559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:23.002483Z digest=sha256:9ad944edc757e9eb99f865d6d63db342e01d0ef210faee43ebf3a99b7111068b

Observation ccc93d6a-6b66-4997-a8e6-542ee1470442 · outbound

This paper cites Deepfashion: Powering robust clothes recognition and retrieval with rich annotations.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Deepfashion: Powering robust clothes recognition and retrieval with rich annotations

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:25.471540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:23.088899Z digest=sha256:2387249113d8cda4afaff4800a2880720e97608680b465338d85f0aeb3297eed

Observation 2288aae0-2e29-46fa-ab77-0ddf4fc90554 · outbound

This paper cites Lvos: A benchmark for long-term video object segmentation.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Lvos: A benchmark for long-term video object segmentation

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:25.215032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:23.134134Z digest=sha256:d417405ffaa92e054191637ee25d477e41f4dd1cb611d7063836f666099e5cf0

Observation 721f0d0a-6592-4260-a1c7-4b95dcdbadac · outbound

This paper cites Towards quantitative evaluation metrics for image editing approaches.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Towards quantitative evaluation metrics for image editing approaches

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:25.051835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:23.162640Z digest=sha256:3d91ee53f9ac7da891531f0b88572fc3091210669b89bf9b09458f82dca68a1b

Observation f912f2f6-3b3e-4a2d-ab37-331a946515b0 · outbound

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

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Viescore: Towards explainable metrics for conditional image synthesis evaluation

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:02:24.806987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:23.244507Z digest=sha256:f2e5240bbff709b964f84b79a4ff56c8ce5cf6d99254d52d14368c7e409a77c9

Observation f1af7fba-d65d-42a0-9041-f210545574b7 · outbound

This paper cites OmniGen: Unified Image Generation.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models OmniGen: Unified Image Generation

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-07T15:02:23.311891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:02:23.311891Z digest=sha256:31a5f5e75dafdda2f8e6358127cab211cf949d4a2232804f79762ff4543fb10a

Observation db223122-0470-463b-99f5-ac90143cb247 · outbound

This paper cites complete the bottle cap.

KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models complete the bottle cap

Reference 73

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T15:02:24.680160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T15:02:23.393218Z digest=sha256:9d0a1b423f6fc6fcf0c373e8662ebb2594a5943a5ba10e25e5bfffcf55bb8508

Pith citing papers

Observation 118e99ae-003e-421e-a9e3-aa97f602eb0b · inbound

Emerging Properties in Unified Multimodal Pretraining cites this paper.

Emerging Properties in Unified Multimodal Pretraining KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 87

Resolution
verified exact
arxiv_id, observed 2026-05-10T16:23:42.052499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-10T16:23:41.854132Z digest=sha256:cf94f57d477068a19873bb48180f3eca90210eccc9da4c1196e70eaee184d52d

Observation 126bcf1a-0cce-449a-8f72-e10ef27ac6e5 · inbound

Mask Consistency Regularization in Object Removal cites this paper.

Mask Consistency Regularization in Object Removal KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-04T18:03:50.143909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:03:50.143909Z digest=sha256:7e836c1e3ef15a1ee5984ebb15bcb858b1919cdc7def25c438b3061a3eb3c2a1

Observation e35f7ad1-2253-49b3-9b30-4a1d9e47221a · inbound

DLEBench: Evaluating Small-scale Object Editing Ability for Instruction-based Image Editing Model cites this paper.

DLEBench: Evaluating Small-scale Object Editing Ability for Instruction-based Image Editing Model KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-21T12:05:04.989501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-21T12:04:08.487678Z digest=sha256:2f571674007ef04e838e07f817d76ef48703c71c5e8cbe6f0fca8580cacde974

Observation 56b8bdfa-bd40-405d-af63-65deed637f19 · inbound

VTEdit-Bench: A Comprehensive Benchmark for Multi-Reference Image Editing Models in Virtual Try-On cites this paper.

VTEdit-Bench: A Comprehensive Benchmark for Multi-Reference Image Editing Models in Virtual Try-On KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-07-14T22:40:05.611340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T22:40:05.611340Z digest=sha256:37717f464296bd9d0a47f19a80051d9c375e1c688ce509e7b40c7e93edca93d7

Observation f6ee6019-b680-4b3b-bb83-e07952fc5230 · inbound

CAMEO: A Conditional and Quality-Aware Multi-Agent Image Editing Orchestrator cites this paper.

CAMEO: A Conditional and Quality-Aware Multi-Agent Image Editing Orchestrator KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 50

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T21:03:20.276987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-13T20:58:59.346867Z digest=sha256:7a019ad6d40628992be3127a0e9f2c7879e3668fdc9e31c2e736f8cdb6da5538

Observation 985954a5-013f-4361-bb59-b5aa280e606d · inbound

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing cites this paper.

DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:36:14.561125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-07T16:44:23.162726Z digest=sha256:9a92c95d1fe003e24251113abc2ff021e57d71b08d3fee05cd42e5e2df72c2d7

Observation 66e84a1a-27d9-48c6-953f-f692cc461836 · inbound

EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement cites this paper.

EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 58

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T03:45:56.946683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-11T02:19:16.677800Z digest=sha256:57cd60075a19c47bcfa0538c284d31ca4397557d2697ee6a83e22eb6fa9eb94b

Observation cb5d0db1-29bb-46f9-b75a-1f19839b3b74 · inbound

Is This Edit Correct? A Multi-Dimensional Benchmark for Reasoning-Aware Image Editing cites this paper.

Is This Edit Correct? A Multi-Dimensional Benchmark for Reasoning-Aware Image Editing KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 37

Resolution
unresolved
no resolver link, observed 2026-07-12T20:04:25.886330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T20:04:25.886330Z digest=sha256:ef01a46bad773b838f779770ccaf3fd35ba0e750da130c1d954f132881d117c9

Observation 9de74540-5a2a-4abd-bc3f-8c45266eb76c · inbound

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing cites this paper.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 57

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T13:09:50.725404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-26T05:28:20.527237Z digest=sha256:6f0214d4a5ac0a364607efc8c4254920f1d060bf9273a101a58f19f1c04ec083

Observation c86bb490-4143-4f94-8e62-b2b7e0b5811e · inbound

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing cites this paper.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 57

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T17:33:45.718887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:e4133e1914470f83fecbbc77ffe213efdd4b5534065b4502c8686e431ca06ac5

Observation 89381468-525c-43ab-99b9-6d12dcd3cdaa · inbound

Do Image Editing Models Understand Lighting? cites this paper.

Do Image Editing Models Understand Lighting? KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-07-04T13:09:50.488539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-26T05:29:42.024146Z digest=sha256:28687d49484753a8dcf3de28dc32722dcb8a48d49b951fb505763f176360e47f

Observation afa2357c-c003-493a-9352-cd2600d6c2c1 · inbound

Do Image Editing Models Understand Lighting? cites this paper.

Do Image Editing Models Understand Lighting? KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-02T10:10:09.315637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T10:10:09.315637Z digest=sha256:c5540bdb6001a3ff8ed32f5f7740476c2f9800fb0cca5ffd7f2ee32c76516a9e

Observation 21d7eb41-3c11-4276-8f38-4e7a59db3aaf · inbound

Image-Space Rule Discovery cites this paper.

Image-Space Rule Discovery KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T00:54:58.345281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T00:54:58.345281Z digest=sha256:df7f051e6f324fd685416c06ecffd93a8f850c5ca4a54e225f51444e4a5f842d