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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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=sha256:0e3f1dab2c9210b31cada599663ea2fa064c8f8bac078619847e909bafa83897

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

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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=sha256:513cddeb769fe4e14b4c617c317ad46f890d966adb8ff9be29a28579d55682d5

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:41.654283Z digest=sha256:58311a59eb10eedea2aa94541e3aee0cbde8bc8ce211893e6d1ade00be7e26a1

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:41.724455Z digest=sha256:9aa4481af333a532d24a87fb1e474300aa6812ae2d0a670a7674180e53e0ee82

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:41.799394Z digest=sha256:5b387b4d8396c1953296b90f2a33c49408c87c3651732523f2c56ca3bcd09eac

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:41.867777Z digest=sha256:8e2354d20f3776b67a6516e5e24acc3e3cfdb4f12b1459995304c2d0c5553743

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:41.960333Z digest=sha256:abbc1a1e17afd9090d1d4847b8e4dc19e3d4c88e82a954e7e04919b1d4aaee29

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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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:42.034090Z digest=sha256:ed14a637223dc16635daf2284e38412be86c164d8305b33d05e500530feff0c2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:42.175431Z digest=sha256:fd39c5e6477757d08bd5bb8121362b9d918194e1c3d2f7d78d46b5108f4a30f9

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=sha256:8a6b1f58c3e2d00c067c8eacc31bfd5a94e6aeb5e97d8320bb441fcae0e5ecaa

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:fcc206221fac85163f3c40df828b4c4e61938002125dc94929fe6dbb0d92d440

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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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:fed2f3b392d6a31052d80069ceaf1d9780b6d5078c8a7191a608570de63669e7

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:42.488032Z digest=sha256:2de63d152d99f9014c9806153777425e97932658d08f15779631c2b2f22b61ae

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

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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:c4f28a75300660c4a27228d4935bf4a747cdd92f5d3a5d787ea0817f183ea3b6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:42.643751Z digest=sha256:689dc1246ea0bc25f5e883f33f6ce824e017eb583a83f6d07f0f5e23775b4c50

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:42.733628Z digest=sha256:2e77e8f703fdd376ba0adec32936213d4dfc4a9459bb68796521b85e33070c90

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:42.806489Z digest=sha256:cfd635b18ce5f862f82e7a669f9d6a3ba0c034c1c051a0aac5aec4cb2015db3d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:42.871608Z digest=sha256:d0c6bf732cdc78a2702d865f7ba272170e60211952664429b05555faf20ba453

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

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:32:42.963491Z digest=sha256:0d0f7139b5a4120bdb46c8a2bd0f725a91a3402117793983039e293d2d5c3bae

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:43.007497Z digest=sha256:1e4eb1a4279458f3410c511eb5bbf540909f895d199e909e78731c341f7fedbc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:43.100967Z digest=sha256:861505c93c575b52495d74f36b500d3794c6b00cbceb5f531eb653634c028a3a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:43.153656Z digest=sha256:f75fd6ce97786ef8f72453d997989baf38914c845a11a02b394e973131535801

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:43.236323Z digest=sha256:c78276b7906b284ad6a65cb3cace7d665bbf21194dff968ecacf707377cdea2f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:43.318977Z digest=sha256:a86f34c9b1dd1cd4c3a575cf49e04de03ccc106bf6031eddd0698d8e97a6ca03

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
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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=sha256:178d89eaeba7aaefa7424f4e3338e1de20dc8a254f526a3bcef1ed48cd00f97f

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
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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:ffdeee3479173a968f798b5848ea324687c119ab74f4c49a79c9c1cb5ac91bee

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:d4df5c901bf55e9edfed078f1d0d85cb7ce9b00ab6766681ed832fa1bd17d6a0

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
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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:ced2aa64dec5cc97457aee59ae10b8e448668e7a29131062b805abe31a8746ba

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:43.663407Z digest=sha256:7cae976f2f050377faaa2cd18671d052395c60659a78faf651ffa16caeac04fa

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

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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=sha256:9fc548440ed85b59b97d71bc24d1f0eed8429675261db0d2891da201edd70d67

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

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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:bce49ee35ec036bb5e91df2629a5d2c8131fbb798cbd0478bf27211219f70965

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:43.870295Z digest=sha256:e8ea5cd2c3caf7a7d1a336cd0c35c08ba540fa7a4cbf8641a7c29dffdf22962c

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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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=sha256:79070474c27fb9c62a0888e6c8e0287d0b9a6ea64ad550c9dc0fe54e81ae2030

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

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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=sha256:5d3b94f1d3fe99a3830aa9a407be06103bd95ffc075bca8c04252ebc95cb85b2

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:44.080780Z digest=sha256:895f05b2af195fdcee56bc7a334be7865fb764175ca26fe2010b54bd5c8de774

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:44.173412Z digest=sha256:166cce35c30c8ad6623f1fa38ecd5466703d83296abed57a996321b49f64beb8

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=sha256:3e9c1bdb36226c4951243579b410809ac90b208f95f39f45afeb6fe4f31153d1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:44.308234Z digest=sha256:912bf730366ebfb5339b7b4221a55034a3639baaf0d1674d281f3318b596005b

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:b5aadcca630350b97ab6f8eec5ce4c30702d1af86320f2c2039b5fa7689b7a8a

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:d3bdd215ea4de6566f193ac1043dfa903fb267cd5ace5c3b1d49b249753569ed

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:44.517314Z digest=sha256:aa466d820018bcbbc7dd135b9f2597a22abe91cd542b72f9b49c0830c7508335

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:44.589336Z digest=sha256:e8926e2dbf3cc0a4e1bb7fde0275db5166df23fa5ce15e587fb8afd2598ed2f9

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=sha256:3ac37863ef57b16e994fc89ebe0d9b7fbc8fdddcff96a8dc5f454152f618190f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:44.750233Z digest=sha256:19dd96934bdd17399b546e9a34ad6d75b1470e17db808101d824c9c2b675d22f

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=sha256:9a55519d4919b65c6393d72597a4772e70b201cc1c42fbbb477c3b3cdc3a513a

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=sha256:007210756fee705328418799b70ee3fe1c01137a682635c81ebfdff2d25197ab

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:44.959557Z digest=sha256:b01bb5da9e32261fd74db37dae8054464a414c0c76b6926815f587a50d54107a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.032282Z digest=sha256:41a2a652e7d1e77fc16f1ab40da34b7790617d33d17aaa2203e3cfeecfeccc47

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=sha256:0dd0fdf5bc72e4a84da2631a16121b62f980f62eb7671f3e454f93e2da027f01

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=sha256:340f37bd2b57d0bde33cc8ffdd2655421c157e05701346f9203da5bd54ab3354

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.173084Z digest=sha256:826ca759a9a281e754c477f415dac46c900a85cf548c1942b102c348d8de5fea

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:c765a76a673ab254455d4584671198b1cd178d2dae5ae1204f83fc7d40112079

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=sha256:417d1d6aa7e296ae88e6a4ab074cb33d91a2c468bced6cebf7d39a0346905c58

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.335182Z digest=sha256:f6067adb8f47fa455196ae353a39940f0012b10536e43e3cf417a228514ac4e5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.360583Z digest=sha256:de30cce9af8809005536e1ef7d5b23ed0165b30b20df4e2620daf1fbbfffa2ac

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.401967Z digest=sha256:f204d12ca16dd8e4c08db797e6b6ae21367dd0076ef0d608fbde4b9352b13b4b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.444737Z digest=sha256:1e2c88bff42066417237b1f092f1f6f78bf8753f88f5bb5028110b95a5cdc671

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.502460Z digest=sha256:7380e39ba29e099c49ab5ab4bee091d818ab8f5cce57aacafe54512dd802b18c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.566988Z digest=sha256:672d903467a70f5e503a5cdba9abb6b6cb64f2e1e6f865abcf37ddf78faddff6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.611634Z digest=sha256:3838f068afe5b3a9c9426fc5d2cdf7de51df908fed4199e1def1c53d308e93fd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.672620Z digest=sha256:4ff70ad279e268cbe320cd5a6e23c1d57c4006992f90288f79f1fa42325fe79d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T19:32:45.728129Z digest=sha256:b38a65a48bfc17b50048a7d31573594c3e8830ce968c43521d9a21e968884b0e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-30T21:41:10.852265Z digest=sha256:c7e07e4f4f30f54b836978fa42b26f3a2fe5db5bdbab6e4f1fcd56469c1e7b03

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T03:20:26.350336Z digest=sha256:2673fc819a9edbc65af82c4eba55651c6a66a5df641957a8182de34cc70a9ac3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-02T13:56:43.671622Z digest=sha256:141d82ac33dde0c762c8ed426fb28d7c36dc65313eb5ac1fff098c959305124b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-03T21:23:41.271521Z digest=sha256:741a57e7951ccfe0ce5213e11f2e4d91412e91d6c2b52e515982c83fe70a632e