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Paper Citation Record · LEDGER

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing

As of 7 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 4 inbound Pith citation observations for arXiv:2507.05259.

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

pith.paper-citation-record.v1
2507.05259 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:32:45.728129Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T21:23:41.271521Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T21:28:58.202513Z

Reference resolution

62 of 62 outbound references displayed

  • verified exact2
  • verified fuzzy29
  • unresolved30
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 62264a14-dd45-428c-a896-89b51a4fa27d · outbound

This paper cites GPT-4 Technical Report.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing GPT-4 Technical Report

Reference 1

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no resolver link, observed 2026-08-06T19:32:41.504499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:41.504499Z digest=sha256:badb5aa20a59267d5ae3907c2fd98da90fd80b366f88e845e2dd5df3785f23cd

Observation 97d8914f-1fc9-4174-be9a-e6bf0b986d19 · outbound

This paper cites Pixtral 12B.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Pixtral 12B

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:41.581935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:41.581935Z digest=sha256:3858f6d4b612a1a9c0615468fb4f1487d8b87074f9f4b234daa9b87db5140d21

Observation 557c5913-a0a4-4ad1-97ae-d7b10a672802 · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Blended diffusion for text-driven editing of natural images

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.634215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:41.654283Z digest=sha256:0b40e2189d5ab24dbd84edf654ec6c9f02fd9bd0cff14c76ab3276782563fafd

Observation 728e415b-9943-4f5d-bc5a-8e4d492585ce · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing In- structpix2pix: Learning to follow image editing instructions

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.621734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:41.724455Z digest=sha256:750577a9a3e27c7e034db5346c4751d63ab9e9a63aaf681ecbee5195722fbe08

Observation 0c08b3fd-12c6-4c45-b51e-ef50f0ef94e0 · outbound

This paper cites Masactrl: Tuning-free mu- tual self-attention control for consistent image synthesis and editing.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Masactrl: Tuning-free mu- tual self-attention control for consistent image synthesis and editing

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.609992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:41.799394Z digest=sha256:144ec011c777a633957aaa27d8ccdcfbf4427f5f39c2d2596f7e1338ab59953a

Observation 7d3d9227-5a5c-4b36-a7e7-7482dff29988 · outbound

This paper cites Training-free layout control with cross-attention guidance.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Training-free layout control with cross-attention guidance

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.597533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:41.867777Z digest=sha256:d52344a32d6686917e3dbb6ac1c5d50e140c11ed5879a320b6d66a5b76ed78b7

Observation 68654cad-5d06-4969-bf1a-6e8b09c2d2ca · outbound

This paper cites Anydoor: Zero-shot object-level image customization.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Anydoor: Zero-shot object-level image customization

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.585984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:41.960333Z digest=sha256:8ec24e3787acc8312e0d500c2bfd09aef885b3f5bd7ddcd7da369ee9a3b89800

Observation 4739ab60-efb5-4809-8fbd-5a677a31261a · outbound

This paper cites Internvl2: Better than the best—expanding performance boundaries of open-source multimodal models with the progressive scaling strategy, 2024.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Internvl2: Better than the best—expanding performance boundaries of open-source multimodal models with the progressive scaling strategy, 2024

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.574598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:42.034090Z digest=sha256:d7bb42d843bdf21d0a7e7977daf5245d67d88939b967a08d015669b40a501b86

Observation c40e1247-60f9-458a-af97-07ba9ed7cd95 · outbound

This paper cites Palm: Scaling language modeling with pathways.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Palm: Scaling language modeling with pathways

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.563014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:42.175431Z digest=sha256:bccde782254fdcf8c3f96689910de55faee129b48bb4faeff3d044a0e369161e

Observation e6965ab5-6ae9-4758-bcde-0a869d9fc329 · outbound

This paper cites The Llama 3 Herd of Models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing The Llama 3 Herd of Models

Reference 10

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no resolver link, observed 2026-08-06T19:32:42.263803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:42.263803Z digest=sha256:4b8681d3d0b3e0c65b1f83fa1b029f1340b363671c19de3564173821e837d314

Observation f36aeafc-e210-41f4-bcc3-848112e5c848 · outbound

This paper cites Guiding Instruction-based Image Editing via Multimodal Large Language Models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Guiding Instruction-based Image Editing via Multimodal Large Language Models

Reference 11

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no resolver link, observed 2026-08-06T19:32:42.333317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:42.333317Z digest=sha256:52967bdfb951c2287e41eaac4bcf1605ac3bcb5015c41e1ab83059f277c317ea

Observation c313c0ba-7a4c-4cee-9574-23e847077de7 · outbound

This paper cites SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation

Reference 12

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unresolved
no resolver link, observed 2026-08-06T19:32:42.403461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:42.403461Z digest=sha256:6fdac645385a5732c4fe0d262822ae7be4cfb1a6fb50fe6f7e7f216545d2ba4d

Observation 4fd1cad2-7a1f-443b-9afb-6a6b08c36d8f · outbound

This paper cites Instructdiffusion: A generalist modeling in- terface for vision tasks.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Instructdiffusion: A generalist modeling in- terface for vision tasks

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.552034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:42.488032Z digest=sha256:14a89c23660658eca70f1b960bcd75524b2cde0095c98caee97d9fdd994da955

Observation 9998cef6-2569-44a6-a791-3eed2bf3561d · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Prompt-to-Prompt Image Editing with Cross Attention Control

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:42.560210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:42.560210Z digest=sha256:8623e50f2edaac61162c8f8af9e709a09f11a58fbc41226bd81c3f01832fb846

Observation 1de48d7c-4515-4862-8826-3ee2167a3db3 · outbound

This paper cites Style aligned image generation via shared at- tention.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Style aligned image generation via shared at- tention

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.539324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:42.643751Z digest=sha256:ce39b6a0c755da0dfdcb05f5e6fe50345af85e2fae9378a99f3f2bf332d4aee5

Observation ab05c0ca-e2eb-4a41-8e17-eea520fa0a83 · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Smartedit: Exploring complex instruction-based image editing with multimodal large lan- guage models

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.463945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:42.733628Z digest=sha256:ad0699ebf85f0ed334c7e2313916b2d18048fafc0c9f83a4199ede27366e1687

Observation 1dc294f0-6dd8-4fbb-a2aa-c525f81a5961 · outbound

This paper cites Pnp inversion: Boosting diffusion-based editing with 3 lines of code.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Pnp inversion: Boosting diffusion-based editing with 3 lines of code

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.420779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:42.806489Z digest=sha256:b8f27e9877a6e312007a95276a6a1bc98c2884e186438875d014663a00b62243

Observation bd2b23d6-f543-4e95-8a79-aee667858ea0 · outbound

This paper cites Noise conditional flow model for learning the super-resolution.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Noise conditional flow model for learning the super-resolution

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.348765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:42.871608Z digest=sha256:64dfbc126d146a67effa09b87980653c952842da9fe016056b0388c6df1a82c9

Observation b4867903-7034-412f-a0ae-9e36801a670d · outbound

This paper cites Segment any- thing.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Segment any- thing

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:42.963491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:42.963491Z digest=sha256:bfc24b7c29e3032808f0d23bf39b32aeeb63f4f7a314acacddac703958938d17

Observation e2ce7c9f-3096-4e2f-9f54-879be52b4233 · outbound

This paper cites Lisa: Reasoning segmentation via large language model.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Lisa: Reasoning segmentation via large language model

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.272762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:43.007497Z digest=sha256:79ebf02fa2d7d42e286a0e34ef4c1f1d6e1ccaa84f9c31c51f08602804973180

Observation 68792403-392f-4e8d-8993-2e436b2c56be · outbound

This paper cites Gligen: Open-set grounded text-to-image generation.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Gligen: Open-set grounded text-to-image generation

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.169380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:43.100967Z digest=sha256:24d1c3d6fb64935255154942737be5bbb3e72078eca3e7db33c77745b6ac4cad

Observation 21dffc6e-e9a0-49c7-93ac-ec2f8af2df35 · outbound

This paper cites Visual instruction tuning.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Visual instruction tuning

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:52.068895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:43.153656Z digest=sha256:7535f0e0bcf636fd1eea39dd9b7a7fa42d83337a4a8d005b1be424e08efc8d25

Observation a16ef5aa-00a3-4bff-bcca-3c31ac7cc9b7 · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Grounding dino: Marrying dino with grounded pre-training for open-set object detection

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:51.735645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:43.236323Z digest=sha256:54f1a29e0bcfe999b4dd6a2d86cf474ed973414e4cb20799f6f03e2795847f6e

Observation 3a041cb7-e4cc-4e00-85d6-3ff1d59b366b · outbound

This paper cites Repaint: Inpainting us- ing denoising diffusion probabilistic models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Repaint: Inpainting us- ing denoising diffusion probabilistic models

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:51.443761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:43.318977Z digest=sha256:6b8adf6fbf9cd04d5a0ac836adce1980b834f2985cb5aeb6dbabaa63dfdcf5ef

Observation 7d632eaa-fc7c-406a-a01c-1685080a3894 · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:43.372032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:43.372032Z digest=sha256:6fea7dc06c4af1e5fc9dad07483bfa6b6dd5430c3749e5d1590a3676e3438ba6

Observation 3888885d-34eb-499f-aaca-80d041c41a91 · outbound

This paper cites DragonDiffusion: Enabling Drag-style Manipulation on Diffusion Models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing DragonDiffusion: Enabling Drag-style Manipulation on Diffusion Models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:43.471973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:43.471973Z digest=sha256:be9bcff140d50b300a3569a4567b10c6fa304bd478b47e8bd11d8141504b3b06

Observation 703304f1-392c-417f-b5b6-f63faec85851 · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:43.512734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:43.512734Z digest=sha256:6e952052e313b64ba3112f527c22655907cbb65ed7a55ccc703455a6737bf82d

Observation cfe16a15-78d0-45ac-ac80-c2025c25e2ed · outbound

This paper cites Compositional Text-to-Image Generation with Dense Blob Representations.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Compositional Text-to-Image Generation with Dense Blob Representations

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:43.604776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:43.604776Z digest=sha256:bc52dbb41bfff9cc6cde5454d4c9c217dbf3f6ceba5cbd800274c1f5a4080a82

Observation 6a96982a-e168-4c13-bf54-664115a9ad96 · outbound

This paper cites Zero-shot image-to-image translation.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Zero-shot image-to-image translation

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:51.133102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:43.663407Z digest=sha256:b5f4befd8caa91366c99dfceac9631bb342ef62f2476730bfe318c0df887d9e2

Observation 0d8a6db9-f5d0-4832-a43f-7c75154afa47 · outbound

This paper cites DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:43.710244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:43.710244Z digest=sha256:190ec97d77e8184cfe8e28ac1ed2d50aefabe9ce3e97ed4f29fe3545ed1a0649

Observation 03cf15ca-79ba-4b95-8f5a-c9cc6d132e4a · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:43.800318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:43.800318Z digest=sha256:acc0af2290a098bfe1c7173b0f18b474446e65e20e9e36cabea0e499ab11479a

Observation 02b4a0a6-cd21-4657-a825-68130c2a4637 · outbound

This paper cites Glamm: Pixel grounding large multimodal model.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Glamm: Pixel grounding large multimodal model

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:50.751818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:43.870295Z digest=sha256:9311814a694c9d2022dc738d7d2b764b2b43db12c1d0ec627a3e268907535c65

Observation 95d3c306-0c93-4215-8336-89c210ae41e3 · outbound

This paper cites Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks

Reference 33

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unresolved
no resolver link, observed 2026-08-06T19:32:43.945524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:43.945524Z digest=sha256:dbdeceaf7116bab27ade42abdfd7fd65660f5e3a2819cafa64236108a9160fc2

Observation bb9e2040-d8b1-4911-afb8-c362241c31da · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing High-resolution image synthesis with latent diffusion models

Reference 34

Resolution
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no resolver link, observed 2026-08-06T19:32:44.014907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:44.014907Z digest=sha256:2bea21c332272e37da21f8565c8896a5cfa4bc9ea320d34b82cd84c3501a1e74

Observation ef2bddaf-4d20-4d0b-8650-a35dc71bc7d1 · outbound

This paper cites Laion-5b: An open large-scale dataset for training next gen- eration image-text models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Laion-5b: An open large-scale dataset for training next gen- eration image-text models

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:50.482594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:44.080780Z digest=sha256:d62c1f95e15b67294b561481ce4adf6c5be61e32168535b98a697f99a640f136

Observation e41862ce-136d-408a-90f1-a1f2cc7404bd · outbound

This paper cites Empowering Visual Creativity: A Vision-Language Assistant to Image Editing Recommendations.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Empowering Visual Creativity: A Vision-Language Assistant to Image Editing Recommendations

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:32:46.215858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:44.173412Z digest=sha256:4b920380de30d6538afd415b2549fcf0100092592b609d1dad326b16bdd1a9b8

Observation f0573a96-8a20-46d7-a9e2-7d3f1886828b · outbound

This paper cites Emu edit: Precise image editing via recognition and genera- tion tasks.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Emu edit: Precise image editing via recognition and genera- tion tasks

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:44.237153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:44.237153Z digest=sha256:6a9598035565b7813ca6763cb2378e67326f76dc3807f26ece54a6bf4be09ae9

Observation 832b3744-2a16-4764-acad-7288d129328e · outbound

This paper cites Dragdiffusion: Harnessing diffusion models for interactive point-based image editing.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Dragdiffusion: Harnessing diffusion models for interactive point-based image editing

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:50.141545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:44.308234Z digest=sha256:d8bf727034c9192d65b99e8051f336026043c915efa0a843151078468894d3fd

Observation 3f78ea67-50d3-462b-9cbe-7d368799f5ca · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:44.366278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:44.366278Z digest=sha256:2c3b2b1d4103c1e6590d4c2eedf6e8566dfdd0d8bc4649bd9384c184ac2b9278

Observation 3e2a25c2-a351-4fcf-8607-66ab9a10eb54 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:44.440726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:44.440726Z digest=sha256:e9daa05726f467f3b0e16b423da9faf5f23f00d59d8cd68e05573bf2dc4506a3

Observation 9610d24a-9036-40ab-9133-bcca4c067b50 · outbound

This paper cites Mulan: A multi layer annotated dataset for controllable text-to-image generation.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Mulan: A multi layer annotated dataset for controllable text-to-image generation

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:49.833442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:44.517314Z digest=sha256:8802d12d8c4798d044863a3e0504003dd1152fb79f0a9f24e5e804c54fe21b4a

Observation bfe216b7-83f1-4589-857d-02ae94dae6be · outbound

This paper cites Instancediffusion: Instance- level control for image generation.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Instancediffusion: Instance- level control for image generation

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:49.484380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:44.589336Z digest=sha256:1bcfdb503f0e6cde525ae68bba29a14c7223d4d6ce671a1592020eaf36315da3

Observation e0ba71da-5963-43a4-9bb8-a194b214a125 · outbound

This paper cites GenArtist: Multimodal LLM as an Agent for Unified Image Generation and Editing.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing GenArtist: Multimodal LLM as an Agent for Unified Image Generation and Editing

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:44.673388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:44.673388Z digest=sha256:846c24cfca372be396f6eb7d132620d137d9301cc3b26e5d61bd10f3319ebc32

Observation fb21f4b3-4718-4a4e-86f2-b16d97a62a81 · outbound

This paper cites Turboedit: Instant text-based image editing.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Turboedit: Instant text-based image editing

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:49.186137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:44.750233Z digest=sha256:e14ae07b53c699aea899f419beed737c58bb9b7143574adf8ca8dc4a9570e339

Observation f4e9f5eb-1df1-43b0-b36b-54afe08a9fdf · outbound

This paper cites OmniGen: Unified Image Generation.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing OmniGen: Unified Image Generation

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:44.828420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:44.828420Z digest=sha256:8cb0366fe87c4eca1bdd71ef24c9e03c3d871b0181a923b85e009694abf1c0d1

Observation 1fa43bd6-d577-4ab3-823e-46335f495e6e · outbound

This paper cites IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:44.894528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:44.894528Z digest=sha256:024c3c8d09b7a98a1e1a74444dfc00a89b52a6c3ee958de1c0fe71b717ee16b9

Observation fd8f5a0d-211f-4ebc-a163-aa47c871787a · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Magicbrush: A manually annotated dataset for instruction- guided image editing

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:48.890155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:44.959557Z digest=sha256:98c1875fadd125fbfd0208b19c0ee7ea07759b63752bc472008de18def18e84b

Observation a208d788-1032-413f-be9c-d49c3a3a8a82 · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Hive: Harnessing human feedback for instructional visual editing

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:48.614594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.032282Z digest=sha256:790067b5f673f48bd2fb16edf4541e0c573dc330f986a0a118833ce4b621f584

Observation 16e1d124-d5d1-42fa-83bf-afffed9d0d21 · outbound

This paper cites In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:45.106357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:45.106357Z digest=sha256:add29c3a9138ffd677c61b994f7ad791df15872ed90c993e8a9ca6a35004a3c5

Observation bd5934f5-23d3-428b-b432-ddf5a0879a11 · outbound

This paper cites UltraEdit: Instruction-based Fine-Grained Image Editing at Scale.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing UltraEdit: Instruction-based Fine-Grained Image Editing at Scale

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:45.146541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:45.146541Z digest=sha256:562c42e62481da2a4d4f45c4eb538ed9c9ddce5838038ee4afbb635a35ae3627

Observation f08a4b94-527e-404d-b7dc-a9c12a47c3d5 · outbound

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

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:48.315709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.173084Z digest=sha256:8d68c3c1c5dc6e25355b490067219b7755c79deb224e4fcc25edeacafca2e370

Observation 1075aa66-f2bc-4d64-b2ca-5d6d613deb8c · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:45.233934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:45.233934Z digest=sha256:23e9baed8ab62feec1a810bb968e9674b217d704a09b21939ef3ffeca62e29ac

Observation 6ae70785-b36c-47d1-9fd0-8a3bcf5ac773 · outbound

This paper cites A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpainting

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T19:32:45.293019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:45.293019Z digest=sha256:276d9a7ce987edd086514c063adc22e0e8e63277e7faad9b3b2beb56e9cbd51f

Observation 37cb25af-62b5-4ac5-9c5d-de89e802d44d · outbound

This paper cites an unresolved cited work.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:32:47.996038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.335182Z digest=sha256:4ceb73be2b15fa8eb7fc1f730f94a99883a9058254ddaa6caf9b35ab09f1925f

Observation f2ea9dfa-9f7c-48d2-a6c1-4a8ff7dbd509 · outbound

This paper cites Our X-Planner leverages GLaMM [32] as the base model, built on Vicuna-7B [51].

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Our X-Planner leverages GLaMM [32] as the base model, built on Vicuna-7B [51]

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:47.637717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.360583Z digest=sha256:5efe6ca28637a7f192fc1b642645d700c1a85c25fcbd75fee4fe56bc00a12f00

Observation 11349976-dea2-4333-87f5-78492c88c9d6 · outbound

This paper cites an unresolved cited work.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:32:47.312759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.401967Z digest=sha256:61f1c7f0e43c64fd49463b91b8a6155e67f93feaf5132a17cff3eaa22597a961

Observation 139951ff-ff3e-4817-a375-b547efc40d41 · outbound

This paper cites an unresolved cited work.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:32:47.087834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.444737Z digest=sha256:ee7ea61528dbf93a0d5ba2ed29a0dc256c79a7e4424dc87ded8e77445050f7cd

Observation bc9f969c-84d7-4eaf-867f-47b321f50f59 · outbound

This paper cites an unresolved cited work.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:32:46.945727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.502460Z digest=sha256:c094823188b0360a8a71609665d250a13217a0652524a4185d9f0b8b5b18939d

Observation d9c00314-9a8b-41f1-8b71-b70383d6a4f3 · outbound

This paper cites an unresolved cited work.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:32:46.797556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.566988Z digest=sha256:419d67a7651eb49fa1ca2ada79ca9afb1b233c6e1ac39b9c1bcc27f52700a651

Observation 6300a305-c7e6-4d50-b7fe-cd4c4adc6092 · outbound

This paper cites This allows us to isolate the effect of training signal quality from the underlying data generator.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing This allows us to isolate the effect of training signal quality from the underlying data generator

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:32:46.642929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.611634Z digest=sha256:0621dd5fc4eaa01dff7d7152479ffa73b9098fd3ecb89a151a254a50fcce903d

Observation 7d23411e-e19f-45a6-a314-5d3db4d3e29b · outbound

This paper cites Each ex- ample demonstrates how X-Planner tailors its outputs to 3 Figure 11.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Each ex- ample demonstrates how X-Planner tailors its outputs to 3 Figure 11

Reference 61

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T19:32:46.490501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.672620Z digest=sha256:1deda219b57142dc8763f7233b6a810b753c11c211127ac52590eb19eadb7428

Observation f00e59bf-f8ee-487a-93aa-b546c21a71a7 · outbound

This paper cites an unresolved cited work.

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing Unresolved cited work

Reference 62

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:32:45.958253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T19:32:45.728129Z digest=sha256:712dd388875a11b3197b2885fd130250a99718437b1b8d5a41546bd62e4d0f72

Pith citing papers

Observation 08e9a597-8247-4eed-a14c-ebfd2a55ebd3 · inbound

Editor's Choice: Evaluating Abstract Intent in Image Editing through Atomic Entity Analysis cites this paper.

Editor's Choice: Evaluating Abstract Intent in Image Editing through Atomic Entity Analysis Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing

Reference 65

Resolution
verified exact
arxiv_id, observed 2026-07-01T14:25:46.032527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-30T21:41:10.852265Z digest=sha256:b19cdb74093e2889fabe72ad7d933b19d00eca083b7c5aa8952f5bbdededf39b

Observation 44bcc06e-8e42-4468-9c79-91a6a43b307e · inbound

From Plans to Pixels: Learning to Plan and Orchestrate for Open-Ended Image Editing cites this paper.

From Plans to Pixels: Learning to Plan and Orchestrate for Open-Ended Image Editing Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-15T03:24:55.960331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-15T03:20:26.350336Z digest=sha256:b8b852f68bb8e7e21b0b7f3dca5d1c56315a7dc0bc7c40a94c13fb357934ff81

Observation 0d9305b3-36b3-4996-afb1-4033a09e72b7 · inbound

GMO-E$^2$DIT: Grounded Multi-Operation Editing for E-Commerce Images cites this paper.

GMO-E$^2$DIT: Grounded Multi-Operation Editing for E-Commerce Images Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-07-02T13:56:58.999655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-02T13:56:43.671622Z digest=sha256:5b3fa75969f150aba57fd77915c98918994293296d4e4ea52def59249d1bbd20

Observation 2f251400-72a3-478f-8759-2d40a7e256ca · inbound

GMO-E$^2$DIT: Grounded Multi-Operation Editing for E-Commerce Images cites this paper.

GMO-E$^2$DIT: Grounded Multi-Operation Editing for E-Commerce Images Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-07-03T21:28:58.204585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-03T21:23:41.271521Z digest=sha256:41cfc3fc2fc9129ceaedcae4a95a0ec7a85ef723f6efd37216a8fcf2f6e2e84c