Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:20:43.649274Z
Paper Citation Record · LEDGER
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions
As of 9 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2505.19352.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-20T14:31:05.979325Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-20T14:33:21.485124Z
Reference resolution
55 of 55 outbound references displayed
- verified exact0
- verified fuzzy30
- unresolved25
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 28cf88ce-ec49-4ac5-81cd-91191d62cc1a · outbound
This paper cites Introducing llama 3.1: Our most capable models to date.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Introducing llama 3.1: Our most capable models to date
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:49.574163Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 22529c85-5712-4c65-978b-0546b247d086 · outbound
This paper cites Introducing claude 3.5 sonnet.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Introducing claude 3.5 sonnet
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:49.397206Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 17d40d7d-fdc2-47d3-b2e3-8b015609b439 · outbound
This paper cites Qwen2.5-vl technical report, 2025.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Qwen2.5-vl technical report, 2025
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:40.425225Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc8ecb79-6982-4cf1-b829-387a91b034bd · outbound
This paper cites iedit: Localised text-guided image editing with weak supervision.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions iedit: Localised text-guided image editing with weak supervision
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:49.076668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 176d852e-3240-4248-9da5-eb6f0354f7a8 · outbound
This paper cites Ledits++: Limitless image editing using text-to-image models.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Ledits++: Limitless image editing using text-to-image models
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:48.927791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c8e860dc-055f-4345-be8c-f48540db0461 · outbound
This paper cites an unresolved cited work.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:20:48.776219Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8f785a53-9a58-4020-b075-c938ee96aa62 · outbound
This paper cites Masactrl: Tuning-free mutual self-attention control for consistent image synthesis and editing.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Masactrl: Tuning-free mutual self-attention control for consistent image synthesis and editing
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:48.638463Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d14abc10-f18c-457c-8521-0acca6403203 · outbound
This paper cites Maskgit: Masked generative image transformer.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Maskgit: Masked generative image transformer
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:40.740531Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d843fc7-d54c-46ef-9d2d-d2de55881a5d · outbound
This paper cites Scaling instruction-finetuned language models.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Scaling instruction-finetuned language models
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:48.413005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a878a92e-81ca-4acd-9ede-fa0b339d0af6 · outbound
This paper cites Diffedit: Diffusion-based semantic image editing with mask guidance, 2022.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Diffedit: Diffusion-based semantic image editing with mask guidance, 2022
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:48.269842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0028c1fa-8c0a-4a30-a871-851bc21507f7 · outbound
This paper cites Vqgan-clip: Open domain image generation and editing with natural language guidance.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Vqgan-clip: Open domain image generation and editing with natural language guidance
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:48.080093Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1614e1a3-3500-4594-a6e6-ef53ad82de7f · outbound
This paper cites GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:41.061314Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 572e79f2-08c3-4dee-a111-59fb625a27ee · outbound
This paper cites Pair diffusion: A comprehensive multimodal object-level image editor.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Pair diffusion: A comprehensive multimodal object-level image editor
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:47.943097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 45bafe9e-04a3-43ce-89bb-2837d844e9f4 · outbound
This paper cites Gemini 2.5 pro announcement (placeholder).
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Gemini 2.5 pro announcement (placeholder)
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:47.810336Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2bbcdb6f-d100-46dd-9cb9-92258d163687 · outbound
This paper cites Focus on your instruction: Fine-grained and multi-instruction image editing by attention modulation.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Focus on your instruction: Fine-grained and multi-instruction image editing by attention modulation
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:47.670716Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 91ab9073-34e2-464f-a497-f66ebec8770b · outbound
This paper cites Prompt-to- prompt image editing with cross attention control, 2022.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Prompt-to- prompt image editing with cross attention control, 2022
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:47.536543Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 25fbfa75-87f7-470a-a6fa-6b7a2f70f6c9 · outbound
This paper cites Paralleledits: Efficient multi- aspect text-driven image editing with attention grouping.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Paralleledits: Efficient multi- aspect text-driven image editing with attention grouping
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:47.371578Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation dc4bb4a2-1826-4a00-89a3-1b089bb1df2b · outbound
This paper cites HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:41.500059Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4106838b-72de-45af-8501-5a04160f210e · outbound
This paper cites an unresolved cited work.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:41.576015Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b1f28bc-1587-4014-a25c-123e9695cb20 · outbound
This paper cites Zone: Zero-shot instruction-guided local editing.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Zone: Zero-shot instruction-guided local editing
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:47.156402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f06f0ee7-f69c-43d2-838c-f5b7ddd773df · outbound
This paper cites Text-driven image editing via learnable regions.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Text-driven image editing via learnable regions
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:46.976710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 385e18ce-6995-4b26-9a67-111d90ef9349 · outbound
This paper cites DeepSeek-V3 Technical Report.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions DeepSeek-V3 Technical Report
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:41.740954Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c15cb5d-39bd-4f93-9881-ba212ac50884 · outbound
This paper cites Referring image editing: Object-level image editing via referring expressions.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Referring image editing: Object-level image editing via referring expressions
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:46.767369Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1ff3dbf7-3042-4aa6-a781-dd4d3e341109 · outbound
This paper cites Pd-gan: Probabilistic diverse gan for image inpainting.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Pd-gan: Probabilistic diverse gan for image inpainting
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:46.503879Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6f78ffdc-3ff6-4645-9089-e2493832b196 · outbound
This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023
Reference 25
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5143dd83-287d-4fc5-a141-c2ee464b31d2 · outbound
This paper cites Improved baselines with visual instruction tuning.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Improved baselines with visual instruction tuning
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.024877Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e15e3013-bd9a-42e4-b27d-12817a215ec0 · outbound
This paper cites an unresolved cited work.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:20:46.251952Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c2ff6c3a-8c49-4fdc-b5b1-cf14719eda89 · outbound
This paper cites Styleclip: Text-driven manipulation of stylegan imagery.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Styleclip: Text-driven manipulation of stylegan imagery
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:46.100092Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7f6a44eb-ab8e-42fc-831b-d8ad4f8eee29 · outbound
This paper cites Scalable diffusion models with transformers, 2023.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Scalable diffusion models with transformers, 2023
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.186770Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af94e8f9-dbc4-4a23-ba5e-c97e9b09b2f1 · outbound
This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis, 2023.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Sdxl: Improving latent diffusion models for high-resolution image synthesis, 2023
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.246605Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c62b1d82-5ae8-4159-9fef-1bc04ef6214a · outbound
This paper cites Learning transferable visual models from natural language supervision.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Learning transferable visual models from natural language supervision
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.272643Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 659d46ea-396c-4c73-a974-02e7728363dd · outbound
This paper cites High-resolution image synthesis with latent diffusion models.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions High-resolution image synthesis with latent diffusion models
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.305248Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6109faf-26d0-48b0-a037-2881affbe116 · outbound
This paper cites LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.348361Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f15afbd8-63f3-4402-9e4b-48efa7203cd8 · outbound
This paper cites Laion-5b: An open large-scale dataset for training next generation image-text models.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Laion-5b: An open large-scale dataset for training next generation image-text models
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:45.885542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f5da0bfc-3980-4d2b-b5aa-efa0ac15a98a · outbound
This paper cites Emu edit: Precise image editing via recognition and generation tasks.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Emu edit: Precise image editing via recognition and generation tasks
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:45.710131Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b69f7415-16fb-42cd-8515-b40ff078421f · outbound
This paper cites Denoising Diffusion Implicit Models.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Denoising Diffusion Implicit Models
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.523009Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3e2f00d-2d65-4485-b492-a60ae15658fd · outbound
This paper cites Qwen2.5 technical report, 2024.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Qwen2.5 technical report, 2024
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.552366Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3b85c4a-cead-4c10-becc-68cd243e2d88 · outbound
This paper cites Qwen2.5-vl technical report, 2025.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Qwen2.5-vl technical report, 2025
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.614886Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46ddd841-9f76-42be-8cfb-d02a0e29b1dd · outbound
This paper cites Visual autoregressive modeling: Scalable image generation via next-scale prediction.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Visual autoregressive modeling: Scalable image generation via next-scale prediction
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:45.536667Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 728f4ffd-84bd-40ea-a2b3-093beebb58d9 · outbound
This paper cites Plug-and-play diffusion features for text- driven image-to-image translation.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Plug-and-play diffusion features for text- driven image-to-image translation
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.755197Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ac21f7a-0a32-41f1-9e1c-46b476e57cac · outbound
This paper cites Taming Rectified Flow for Inversion and Editing.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Taming Rectified Flow for Inversion and Editing
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:20:42.843642Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ecde599-697f-400a-ac45-2e1e1b4c0af0 · outbound
This paper cites Magicbrush: A manually annotated dataset for instruction-guided image editing.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Magicbrush: A manually annotated dataset for instruction-guided image editing
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:45.394596Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c4de195c-a230-4c0d-82bd-7061957ba96d · outbound
This paper cites Ultraedit: Instruction-based fine-grained image editing at scale.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Ultraedit: Instruction-based fine-grained image editing at scale
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:45.203911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation aae73bb8-5e57-4ca3-aee0-cf39deb1569a · outbound
This paper cites an unresolved cited work.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:20:45.089627Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9b5a0c36-3406-4ae8-b2e1-33f0acc9d496 · outbound
This paper cites We define mtrain = 1 for regions to be inpainted and mtrain = 0 for regions to be preserved.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions We define mtrain = 1 for regions to be inpainted and mtrain = 0 for regions to be preserved
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:44.989574Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 325267a0-1465-4ad9-a161-f7a58f13c614 · outbound
This paper cites A common strategy for LDM inpainting [32] is to concatenate the noisy latent zt with the mask mtrain and the latent representation of the known (unmasked) regions (1 − mtrain) ⊙ z0.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions A common strategy for LDM inpainting [32] is to concatenate the noisy latent zt with the mask mtrain and the latent representation of the known (unmasked) regions (1 − mtrain) ⊙ z0
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:44.837437Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 69408f78-8f45-49dc-9639-5b11b5f2ed32 · outbound
This paper cites an unresolved cited work.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:20:44.730634Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bd82f6a3-e638-440c-8b18-0c6ef8c301b0 · outbound
This paper cites an unresolved cited work.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:20:44.572564Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f2f174f1-06a0-4ae2-b7c9-ade042d5250d · outbound
This paper cites an unresolved cited work.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:20:44.500991Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3e52bf75-358b-4675-bf02-930c47b11bbd · outbound
This paper cites an unresolved cited work.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:20:44.378358Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f84f07f7-0125-4644-8cc0-c7365c2affc2 · outbound
This paper cites Here, m = 1 signifies the region to be inpainted/edited, and m = 0 signifies the region to be preserved.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Here, m = 1 signifies the region to be inpainted/edited, and m = 0 signifies the region to be preserved
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:44.291463Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 039752da-d3d3-45e3-8bb7-99f986ef6ecf · outbound
This paper cites ,1: (a) Prepare U-Net Input: If the U-Net was trained for inpainting using channel concatenation (as in Eq.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions ,1: (a) Prepare U-Net Input: If the U-Net was trained for inpainting using channel concatenation (as in Eq
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:44.222655Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e2daab04-126a-4118-9285-97e14871682a · outbound
This paper cites For deterministic DDIM, σt = 0.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions For deterministic DDIM, σt = 0
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:44.039209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 87d9ecba-04a3-4b22-8fd3-25778950a280 · outbound
This paper cites Move the cat to the sofa,.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Move the cat to the sofa,
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:43.947935Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b8c91622-2188-4f07-a7e6-506f7c71af03 · outbound
This paper cites Note: Formal technical report might be available separately.
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Note: Formal technical report might be available separately
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:20:49.256212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Pith citing papers
Observation 77720712-e23a-4f8e-8bc1-d1f5ffb72f37 · inbound
Drift Flow Matching cites this paper.
Drift Flow Matching Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions
Reference 76
- Resolution
- malformed identifier
- arxiv_id, observed 2026-05-20T14:33:21.486742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.