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Paper Citation Record · LEDGER

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair

As of 14 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 3 inbound Pith citation observations for arXiv:2411.19156.

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

pith.paper-citation-record.v1
2411.19156 v3

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:32:16.957848Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:29:13.530016Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T03:40:53.916935Z

Reference resolution

35 of 35 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved20
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 869e767e-9de1-4f2b-9605-1db18fa190d3 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 1

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source=pdf_text observed=2026-08-12T10:32:16.789824Z digest=sha256:afe6959a0fd9b07bfa72dbf885b768f56b86c2fbed635549fee99d7851d06a4c

Observation 51555d88-be35-446f-8b3e-c19728c7a460 · outbound

This paper cites Visual prompting via image inpaint- ing.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Visual prompting via image inpaint- ing

Reference 2

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.795512Z digest=sha256:9094f1db245b2f52ca51445e402cac1d455a6952dcf29e14673c0bc21aa75e71

Observation 40ca5a67-46b2-4eeb-8f42-c78580a362b9 · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair In- structpix2pix: Learning to follow image editing instructions

Reference 3

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.800463Z digest=sha256:bc6fa6ecee15aa6b8df940b7914f06569e9de04f727a88b10b44464cd043479f

Observation cbec189d-8b2b-4e19-80cb-9abedf073de3 · outbound

This paper cites FastEdit: Fast Text-Guided Single-Image Editing via Semantic-Aware Diffusion Fine-Tuning.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair FastEdit: Fast Text-Guided Single-Image Editing via Semantic-Aware Diffusion Fine-Tuning

Reference 4

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local_arxiv, observed 2026-08-12T10:32:17.176706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.805683Z digest=sha256:2d1158411b2ae78cc1931fe104b233a0d3d923daee4cd36c7f4fbf6f1970d9b0

Observation 312b94e2-a5ba-4027-959d-244834084826 · outbound

This paper cites Concept Sliders: LoRA Adaptors for Precise Control in Diffusion Models.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Concept Sliders: LoRA Adaptors for Precise Control in Diffusion Models

Reference 5

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source=pdf_text observed=2026-08-12T10:32:16.810683Z digest=sha256:a9ceee5c509734a78f816973b646736b4daeede9b4e93f6d64548493f337ff85

Observation 82d4d34e-c71d-41dc-ab31-9068e09e5cf5 · outbound

This paper cites Renoise: Real image inversion through iterative noising, 2024.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Renoise: Real image inversion through iterative noising, 2024

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-12T10:32:17.513756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.815731Z digest=sha256:f0d4cc6e5bd3992c16400f01aeb60e1d6c252df4330c53d76438d43b39695b64

Observation afb3a97f-2dc2-4096-adf6-2aff10ca7cfb · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing

Reference 7

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source=pdf_text observed=2026-08-12T10:32:16.820668Z digest=sha256:de2d788f4b57a6d9b4311bffa62da232b52fd5996e1ff6fd8d3c086829fb8366

Observation 0b2cd6c2-6440-40d6-af92-ab96e27602d9 · outbound

This paper cites Mix-of-show: Decentralized low- rank adaptation for multi-concept customization of diffusion models.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Mix-of-show: Decentralized low- rank adaptation for multi-concept customization of diffusion models

Reference 8

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raw_fallback, observed 2026-08-12T10:32:17.497294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.825893Z digest=sha256:b58beaed9cd497b422bbd061dbe9b62c64882f3cd09c8706883c711847756ea3

Observation b179e011-55d1-4276-a434-f6abd534d9fc · outbound

This paper cites Analogist: Out-of-the-box visual in-context learning with image diffusion model.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Analogist: Out-of-the-box visual in-context learning with image diffusion model

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.830453Z digest=sha256:d27fb047b890778de632b9171e1a25c09482c6cb0d6d229f6f9b71ce1a8f425f

Observation c5c4ba9c-a803-4989-ad0c-f5f491856395 · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Prompt-to-Prompt Image Editing with Cross Attention Control

Reference 10

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source=pdf_text observed=2026-08-12T10:32:16.835266Z digest=sha256:24f9685cc559939cbf9d4e5841ebdc7dde164d06786d407b0010150c601f1b2c

Observation 9ce8ca18-97b7-4095-ba8d-65030e410fe7 · outbound

This paper cites Denoising dif- fusion probabilistic models.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Denoising dif- fusion probabilistic models

Reference 11

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.840315Z digest=sha256:9e3904d7c9952014fbb5608f3ec2d8a8a61fa49a40bc6e0e071ceb19d4b4b11e

Observation 8f549b5b-3e48-4447-9419-067b67d666c7 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair LoRA: Low-Rank Adaptation of Large Language Models

Reference 12

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source=pdf_text observed=2026-08-12T10:32:16.845658Z digest=sha256:e86332ad77d96f386a21b72cde884634a9e7c0736d3c6ca31afa55ea8e189b31

Observation 824fefb7-7afb-440a-9ae3-6ca241da4a3c · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Smartedit: Exploring complex instruction-based image editing with multimodal large lan- guage models

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.850700Z digest=sha256:4e0199e4628a59204682b1466499c9bcbce4d5068a9a4c764bb820cc9fb52656

Observation 90ce2a24-91e8-4812-811c-3671f1543d68 · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Imagic: Text-based real image editing with diffusion models

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.855145Z digest=sha256:54f693c118360437b2fbfe0ef68ffaa62cec0213c2281881448d5eb85e97cb46

Observation 6f85fcfb-1b9c-49a1-9f18-0ca6aff491d1 · outbound

This paper cites Visual instruction tuning, 2023.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Visual instruction tuning, 2023

Reference 15

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source=pdf_text observed=2026-08-12T10:32:16.860181Z digest=sha256:90e9eac426fa437287286199aab0191a7587214a20c1f8f16cfb662fd4c7666b

Observation 890f7992-54d9-4946-b1ff-7ddccfec2716 · outbound

This paper cites Unifying Image Processing as Visual Prompting Question Answering.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Unifying Image Processing as Visual Prompting Question Answering

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.864935Z digest=sha256:d93a62a88cfe050a63e07d9942d60e786d3cea16b74c2f7faa74687799e005c8

Observation b64bfc8d-e125-445c-ae30-f8f6f9181419 · outbound

This paper cites InstructGIE: Towards Generalizable Image Editing.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair InstructGIE: Towards Generalizable Image Editing

Reference 17

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source=pdf_text observed=2026-08-12T10:32:16.869922Z digest=sha256:8c112992db1a552db7728c4ce69c70c8b6bbc160f19c5ca982978aaf70eda1a0

Observation 02159c18-5266-4dfe-b957-ddfa4acffe1f · outbound

This paper cites Editable Image Elements for Controllable Synthesis.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Editable Image Elements for Controllable Synthesis

Reference 18

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source=pdf_text observed=2026-08-12T10:32:16.875086Z digest=sha256:14b93ae27f20ec723c4be5a631f495bd6f77e18efbf32b4a9592f38863e669cc

Observation bd9fd2d9-9cd6-434e-b5f9-c66bb674eac8 · outbound

This paper cites Visual instruction inversion: Image editing via visual prompting.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Visual instruction inversion: Image editing via visual prompting

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-12T10:32:17.414885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.879955Z digest=sha256:a44c05068028ddce194462182c61b3b9085a198907fbee4ea371cef8d6d1b2b3

Observation e74b94fb-e251-4355-924d-ec2a9be034cd · outbound

This paper cites Effective real image editing with accelerated iter- ative diffusion inversion.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Effective real image editing with accelerated iter- ative diffusion inversion

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.885115Z digest=sha256:34d230e44c8e383f3b577f18ae358c620638b38cea8193676b900a2f9eef5ae9

Observation 7462fcaf-8137-443e-b90b-e5120703a4b6 · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair High-resolution image synthesis with latent diffusion models

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.889838Z digest=sha256:6f98a8c819ed5aeb8fae290eda3bf57dca136c11a4aa6b0675acd5ff1ff1d141

Observation c3c0285f-0420-4818-b000-0aa163ab7816 · outbound

This paper cites Ziplora: Any subject in any style by effectively merging loras.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Ziplora: Any subject in any style by effectively merging loras

Reference 22

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raw_fallback, observed 2026-08-12T10:32:17.361865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.894430Z digest=sha256:840f1b38c1c552448211de438830b3f74864d5e0572f9846c514193922bf3111

Observation 3bfdba4f-51ca-4019-ad4c-47ddbed850a6 · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Emu edit: Precise image editing via recognition and genera- tion tasks

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:32:17.341803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.899074Z digest=sha256:c0ddb3cb28f13635c507c97acb012d1b5c4f3015235a4a2f1dd72a473818dc1a

Observation 8e070fbe-ab5b-4f74-934b-19a2e705b7a4 · outbound

This paper cites Denoising Diffusion Implicit Models.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Denoising Diffusion Implicit Models

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.903540Z digest=sha256:0fb89c33ac19100ed241e6a27a6534714029d2be25eee9c9697a7ee680048a74

Observation 1d80fd3f-648b-4e60-ab6c-ea277a0f253e · outbound

This paper cites Doubly abductive coun- terfactual inference for text-based image editing.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Doubly abductive coun- terfactual inference for text-based image editing

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-12T10:32:17.324281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.909261Z digest=sha256:f6da52a9f174f439928b7898132a16428b8160511e6a360c09fdfb1c58cf84f0

Observation 65f3b67b-91e4-443e-8a68-9aadb13e5ec2 · outbound

This paper cites Plug-and-play diffusion features for text-driven image-to-image translation.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Plug-and-play diffusion features for text-driven image-to-image translation

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.913613Z digest=sha256:190137bfc2b6c381c048a343e8778588a30e589db9ee649aecb6c98cad6ccc07

Observation 3562d535-267a-47be-b5da-12a0b54590fb · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Edict: Exact diffusion inversion via coupled transformations

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.918426Z digest=sha256:48004aa8dcbc243c0ec05fdd81b4e08cdf3db7e2a5f843cb231dd2606ab9829d

Observation 8e9c8cf3-556a-4698-8589-69b581a077f5 · outbound

This paper cites Images speak in images: A generalist painter for in-context visual learning.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Images speak in images: A generalist painter for in-context visual learning

Reference 28

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raw_fallback, observed 2026-08-12T10:32:17.286546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.923296Z digest=sha256:5cd5252160eeb6571aca5acd10999b62eff987d255b4784fec526eb5ce6f5e1f

Observation a4d6c990-0feb-40cb-b402-558d74b8311b · outbound

This paper cites In- context learning unlocked for diffusion models.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair In- context learning unlocked for diffusion models

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.928243Z digest=sha256:a13d72ef304ca0e968a43f883e1fa28dbd929a31a16693f5e98bcd626d665643

Observation ee650883-d8cf-4df1-ad9f-b6821f9784b0 · outbound

This paper cites Mixture of LoRA Experts.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Mixture of LoRA Experts

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.933418Z digest=sha256:fb048e0f2cb586a77c46c70315a305fea62d57bcf35be3648abc6a0eb5c9a0c6

Observation b46668e0-1806-4cd1-935c-83221ebcba21 · outbound

This paper cites Imagebrush: Learning visual in-context instructions for exemplar-based image ma- nipulation.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Imagebrush: Learning visual in-context instructions for exemplar-based image ma- nipulation

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-12T10:32:17.258847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.938256Z digest=sha256:64d8eb53e672dc0ebe13d06c060080e4177136a7c7b98d97bd83455bc6bad675

Observation 3a6f5e1d-b71b-487a-ab6f-7c8c9c7665ec · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Magicbrush: A manually annotated dataset for instruction- guided image editing

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-12T10:32:17.242735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.942930Z digest=sha256:0fbbd921307116b4666dd3a5fcdbfd0600d711b9cd46332459bac4f5de1ec389

Observation 733f2ea5-bf1c-44c8-be3e-c5c4df207c25 · outbound

This paper cites Adding conditional control to text-to-image diffusion models.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Adding conditional control to text-to-image diffusion models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:32:17.224195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:32:16.947921Z digest=sha256:380f36b3d957f4300de42adb8dee920dfa78df6d048e867f4e16cc9b4e80a3d3

Observation ee06a611-c63c-479b-891d-2fda8dd8519a · outbound

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

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair Sine: Single image editing with text- to-image diffusion models

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.952476Z digest=sha256:a2720c250f6556a8db5cc85249141477a68eefec4d0e3f66c97d7675b5c0e2d8

Observation 37f53f2b-dbc3-4cf8-b80d-0f834ac40348 · outbound

This paper cites InstructBrush: Learning Attention-based Instruction Optimization for Image Editing.

LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair InstructBrush: Learning Attention-based Instruction Optimization for Image Editing

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T10:32:16.957848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:32:16.957848Z digest=sha256:3dba442afc2a0060a76516e09e72a67d7195abb02a6107b19f3d335cedc6237f

Pith citing papers

Observation 249d35c4-78d6-4338-9929-e2e1cc17b6fc · inbound

PairEdit: Learning Semantic Variations for Exemplar-based Image Editing cites this paper.

PairEdit: Learning Semantic Variations for Exemplar-based Image Editing LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T05:29:13.530016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:29:13.530016Z digest=sha256:2dc8afe68fde8ef08d1436c1e8a0148bd13cce0fcdd3d3bba7781bb136f50f38

Observation 238d60dc-8ac7-43e3-8b0c-7172e827a8ed · inbound

Spanning the Visual Analogy Space with a Weight Basis of LoRAs cites this paper.

Spanning the Visual Analogy Space with a Weight Basis of LoRAs LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-02T22:50:15.733484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T22:50:15.733484Z digest=sha256:f5dfafcd40af5c0ed78526d444065f6a4906104182fa280b9363509b07e03a6b

Observation 75ff8197-1318-470f-8e8f-2355be87e5c3 · inbound

Delta-Adapter: Scalable Exemplar-Based Image Editing with Single-Pair Supervision cites this paper.

Delta-Adapter: Scalable Exemplar-Based Image Editing with Single-Pair Supervision LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:40:53.918807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-11T03:33:50.738264Z digest=sha256:133e47a6a3737ddafe6d7def1fdd38b9e4799594904a85732bca7786067f77ed