Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:11:07.153970Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations for arXiv:2501.09279.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:11:07.153970Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
67 of 67 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 56dbbcb3-0ca5-4f43-919a-c8155cccdfa7 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model This study defines the mapping scheme between knowledge graphs and natural languages
Reference 1
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model So, this approach with hard-coded or restricted constraints cannot adequately represent design rules and design constraints
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 4
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model As illustrated in Fig
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 6
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model The LoRA network dimension was set to 32, undergoing training across 10 epochs with a batch size of 14
Reference 7
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model A lower FID score suggests a higher similarity between the generated and real images, indicating superior image quality
Reference 8
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Observation b238ede5-c3e5-40d1-8768-94de7c2d77d0 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model However, existing model architectures require a single input and lack flexibility in expressing design rules
Reference 9
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model This algorithm helps the SD model to incorporate design principles efficiently, providing a useful method for implementing large models within the construction sector
Reference 10
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Observation f2c5bc51-9404-469b-ac22-0068000aa990 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 11
Source-reported events for the cited work
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Observation 74805d94-57f8-4f44-8ed4-44404d0e2b72 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Grzesiak-Kopeć, B
Reference 12
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Observation 426f9241-5904-46fe-a1ff-fc6558f7fe6e · outbound
Reference 13
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Observation e1e5e5ff-b58f-4474-8e18-4f9fbaf97087 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Aalaei, Architectural layout generation using a graph-constrained conditional Generative Adversarial Network (GAN), Automation in Construction (2023)
Reference 14
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Observation f252ca40-db1a-419f-93ec-c1e36a084a31 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 15
Source-reported events for the cited work
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Observation f67176c1-fa6b-48db-bfa7-de21576238fb · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model House-GAN: Relational Generative Adversarial Networks for Graph-constrained House Layout Generation
Reference 16
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Observation 40034e11-b4ce-4c42-bda8-90d7fbb7bcce · outbound
Reference 17
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Observation d6c35a85-9b23-46fe-bf6f-d25a0a44ef35 · outbound
Reference 18
Source-reported events for the cited work
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Observation 54833d3e-a231-493b-8984-2972e58dd75a · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Tokunaga, M
Reference 19
Source-reported events for the cited work
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Observation 020bff49-350b-4b10-a93a-01a5477f49cc · outbound
Reference 20
Source-reported events for the cited work
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Observation 3003087e-3cff-4ebb-aecb-d0f56c76ecc3 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 21
Source-reported events for the cited work
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Observation 9b945548-ceb4-4996-b062-d7aa65c220e6 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Mandow, J.-L
Reference 22
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Observation 3b6c45bf-a8f4-4c57-bf1b-c48db560d98f · outbound
Reference 23
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Observation 76a6ab5c-5120-476f-9582-f351e836b4a9 · outbound
Reference 24
Source-reported events for the cited work
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Observation 72b0ee0d-d726-42eb-be20-77d3b8f8bd07 · outbound
Reference 25
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Observation a8699589-4e1a-4e5e-ad41-3147c718618f · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 26
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Observation 8517d3b5-5e72-492d-bbe1-0998bcb0038d · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 27
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Observation 270c66d1-9fa6-4bae-9782-77d4ec69e650 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ca63ed4-9e85-494b-811a-324783cddf32 · outbound
Reference 29
Source-reported events for the cited work
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Observation f80846ee-a3cd-448f-9b71-bcd25d061eaf · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 30
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Observation 2c66c108-f61c-4949-95a3-b8a947897155 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 31
Source-reported events for the cited work
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Observation aee13bbc-c2c2-440b-bef5-1f7e02083ffc · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 32
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 33
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Observation 70f4aa9f-e287-4730-b6fd-f1043165f24a · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 34
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Observation 1bdba04a-68e3-4185-99eb-fb6fbfd5facb · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Hassanpour, V
Reference 35
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Observation 27b1f064-d892-4dd4-9c63-01d7b5dbbd35 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 36
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model From Text to Blueprint: Leveraging Text-to-Image Tools for Floor Plan Creation
Reference 37
Source-reported events for the cited work
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Observation e5c76d25-30eb-4c28-bd08-03dd54bc0367 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Mountstephens, J
Reference 38
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Observation fe63864c-b0ca-4a43-b462-c9e778cb85b1 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 39
Source-reported events for the cited work
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Hofmeyer, J.M.D
Reference 40
Source-reported events for the cited work
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Observation 38573129-22d5-4b5e-928d-b4c742b5e228 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 41
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Reference 42
Source-reported events for the cited work
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model LayoutFlow: Flow Matching for Layout Generation
Reference 43
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 44
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Observation 4e1ba881-7f92-475f-b73b-dae89fc16516 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 45
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Reference 46
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Observation b920d60e-bb16-4bf1-b3d3-84b9254c3f7d · outbound
Reference 47
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Observation 5c12a0f3-51c6-491f-82c6-84598887a350 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Sö nmez, Architectural Layout Evolution through Similarity-Based Evaluation, International Journal of Architectural Computing 13 (2015) 271–297
Reference 48
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 49
Source-reported events for the cited work
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Reference 50
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Huang, Architectural Drawings Recognition and Generation through Machine Learning, in: ACADIA // 2018: Recalibration
Reference 51
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 52
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 53
Source-reported events for the cited work
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Observation caa64ae8-736f-4a31-b9b9-0ecce31e54e2 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 54
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 55
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Observation 47a9193f-965e-4e37-9cee-af92ba9f7a92 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 56
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 57
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Observation bdab5236-6878-4e68-b015-5245070aa620 · outbound
Reference 58
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Observation a5f27a62-4b81-4c08-8299-a927183e9fc2 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 59
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Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 60
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Observation ab6f8031-bd3f-4487-a04b-04184578e2a2 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 61
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Observation b0d94188-a8bb-4107-bdca-0e7c54c042d9 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 62
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Observation 715f2b80-7332-4eea-9777-5c37db6efad9 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Chaillou, ArchiGAN: Artificial Intelligence x Architecture, in: P.F
Reference 63
Source-reported events for the cited work
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Observation 61c4eeb6-b4c0-4f8a-933b-4908f7753bfe · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Ghannad, Y.-C
Reference 64
Source-reported events for the cited work
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Observation 25e62502-c22f-48c5-838e-f431b4b90a4f · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Wang, Automated building layout generation using deep learning and graph algorithms, Automation in Construction (2023)
Reference 65
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Observation 9d352da5-d740-43f7-9650-558642282559 · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work
Reference 66
Source-reported events for the cited work
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Observation 5ac38f87-e943-48aa-9aeb-9d8bb55c05ec · outbound
Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Image-to-Image Translation with Conditional Adversarial Networks
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.