Pith. sign in

Paper Citation Record · LEDGER

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model

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.

pith.paper-citation-record.v1
2501.09279 v1

Coverage vector

measured 67 of 67 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:11:07.153970Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

67 of 67 outbound references displayed

  • verified exact17
  • verified fuzzy12
  • unresolved27
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch11

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 56dbbcb3-0ca5-4f43-919a-c8155cccdfa7 · outbound

This paper cites This study defines the mapping scheme between knowledge graphs and natural languages.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.929834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.935661Z digest=sha256:09830d048633f7ead2dd824918621ed4e29b93325872929dbf68a61f018f772a

Observation 45bb071a-36d4-4bb5-b536-ebf6cefb90cd · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:11:10.022426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.902374Z digest=sha256:20bc6ace93faf0ae7906992ec3de0b2edd9244eb52f1263591e7b2e19297bd50

Observation 4ebd4b24-e36c-453e-86f0-60d634f68d91 · outbound

This paper cites So, this approach with hard-coded or restricted constraints cannot adequately represent design rules and design constraints.

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

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:10.011320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.906872Z digest=sha256:985230e64dc467606dc1f4e47263a46104e821b777bf863029f508b265c9c990

Observation c92500fa-fe10-463c-b050-25e4f5a45ff8 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:11:09.987798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.915426Z digest=sha256:1dff9d2bca5244a12320740d6edb871958a40c7fb8b8459cee5301ab3da10510

Observation 64e371bb-c236-4bd5-9e5c-19045864a3a0 · outbound

This paper cites As illustrated in Fig.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model As illustrated in Fig

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.976565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.919424Z digest=sha256:c195627c68b185e35f32cff0449c58a63c97b6c84e160875b1bbc427c98fd2ed

Observation 7697c8cd-e3f6-46cc-9d99-c4a7f6a92041 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:11:09.999343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.911429Z digest=sha256:25aee890df62968932ecd43cb05e4891213569ac005a088cb435a9d6a16526c8

Observation 8c6a6ee7-de18-4dfb-a9a7-2b0e2589417f · outbound

This paper cites The LoRA network dimension was set to 32, undergoing training across 10 epochs with a batch size of 14.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.964395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.923665Z digest=sha256:082531d88bf5050d43cc2a8a0ca9a532ee9a43d93b330135e6b962d5082208b1

Observation b959f4c9-cbb4-4319-a299-54b5762067f2 · outbound

This paper cites A lower FID score suggests a higher similarity between the generated and real images, indicating superior image quality.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.952609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.928077Z digest=sha256:fe94657f2744031437f1fecf54123a8fa495b64ec0bf5c89dd090c167db06c94

Observation b238ede5-c3e5-40d1-8768-94de7c2d77d0 · outbound

This paper cites However, existing model architectures require a single input and lack flexibility in expressing design rules.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.940274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.932115Z digest=sha256:cb2945f6f0a68d804f2f21c46ec0858673fa37f29dd2761fc0845228cc508c6f

Observation b006f9c3-8343-4dbd-993e-60ab8186dd3b · outbound

This paper cites This algorithm helps the SD model to incorporate design principles efficiently, providing a useful method for implementing large models within the construction sector.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.918939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.939290Z digest=sha256:b22b451ef0fa963a2a1cad624fd68a52f8c0e91daccc3e79840c495cf46f76b5

Observation f2c5bc51-9404-469b-ac22-0068000aa990 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:11:09.908137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.943504Z digest=sha256:676571b79253c991200b0d59aad5e96215d393ba21f84cebbd0a492402295309

Observation 74805d94-57f8-4f44-8ed4-44404d0e2b72 · outbound

This paper cites Grzesiak-Kopeć, B.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Grzesiak-Kopeć, B

Reference 12

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.380966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.947235Z digest=sha256:0a61f70d82ea6e3932a076a3f078a5c8f4df0483fcbd19c8d1606f4ca77eeaf2

Observation 426f9241-5904-46fe-a1ff-fc6558f7fe6e · outbound

This paper cites Li, H.-L.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Li, H.-L

Reference 13

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:09.829557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.950868Z digest=sha256:8dfd267605602255c7840819f824c0968e84159f5d9e621066b76cc0c7d3ad3d

Observation e1e5e5ff-b58f-4474-8e18-4f9fbaf97087 · outbound

This paper cites Aalaei, Architectural layout generation using a graph-constrained conditional Generative Adversarial Network (GAN), Automation in Construction (2023).

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.897423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.954327Z digest=sha256:9aa8bb4cce01fb6e9fe1154bfbce21d5ecbe50874e06be58506f473cf5ccf289

Observation f252ca40-db1a-419f-93ec-c1e36a084a31 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 15

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:09.754333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.957807Z digest=sha256:c51117bbd419c22e4785d614bc8638e6d609807cff51d8cd74713fd029d752d4

Observation f67176c1-fa6b-48db-bfa7-de21576238fb · outbound

This paper cites House-GAN: Relational Generative Adversarial Networks for Graph-constrained House Layout Generation.

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

Resolution
verified exact
local_arxiv, observed 2026-08-10T20:11:09.685659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.961371Z digest=sha256:0daac84af1fd3cfa5efa208d5547b3a2e3a2c4bff6ffe117847c092d8eae67b8

Observation 40034e11-b4ce-4c42-bda8-90d7fbb7bcce · outbound

This paper cites Nauata, S.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Nauata, S

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:06.965369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:06.965369Z digest=sha256:1abc9881c8b354d4b9655ab488b2e6f05afe24838ba12a7bf587b3ebf09c2694

Observation d6c35a85-9b23-46fe-bf6f-d25a0a44ef35 · outbound

This paper cites Shabani, S.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Shabani, S

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:06.969918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:06.969918Z digest=sha256:137c9ded4315b099019edac3f7a0a127e6aae759c6fa165388cca477562ce459

Observation 54833d3e-a231-493b-8984-2972e58dd75a · outbound

This paper cites Tokunaga, M.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Tokunaga, M

Reference 19

Resolution
verified exact
raw_fallback, observed 2026-08-10T20:11:09.499066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.973789Z digest=sha256:22b18109081d9ad55a1f95f3c88d61d7f62b7209f3c9efdf040565ddf3748035

Observation 020bff49-350b-4b10-a93a-01a5477f49cc · outbound

This paper cites Weber, C.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Weber, C

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:06.977355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:06.977355Z digest=sha256:2095e962ab231b27d382057c23c8714cc17548c666be49cf294e4db2c3153db3

Observation 3003087e-3cff-4ebb-aecb-d0f56c76ecc3 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:06.980997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:06.980997Z digest=sha256:1748d752d8125549b28e843d92a6d363b347f46a7850aa820189fde79418a89d

Observation 9b945548-ceb4-4996-b062-d7aa65c220e6 · outbound

This paper cites Mandow, J.-L.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Mandow, J.-L

Reference 22

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:09.255720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.984472Z digest=sha256:63a6c05538eb92c2d7ba39bac24b8e266d59edbb94936110a824584ef434c9d4

Observation 3b6c45bf-a8f4-4c57-bf1b-c48db560d98f · outbound

This paper cites Afzal, Y.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Afzal, Y

Reference 23

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:09.172524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.987730Z digest=sha256:5c2e5e92c6bfdee49819f980b2f135a0e09560712286379fe20c92de312ac015

Observation 76a6ab5c-5120-476f-9582-f351e836b4a9 · outbound

This paper cites Gan, C.L.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Gan, C.L

Reference 24

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:09.084894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.990972Z digest=sha256:eef1650472435893ead13bacca9df39edb1e19f148a8d7609bdb5c8b9b5f7220

Observation 72b0ee0d-d726-42eb-be20-77d3b8f8bd07 · outbound

This paper cites Rahbar, M.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Rahbar, M

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:06.994151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:06.994151Z digest=sha256:828761d2a225da6f04f601f453b59271065b3cc0f18a3dd2cb083322b01d7400

Observation a8699589-4e1a-4e5e-ad41-3147c718618f · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 26

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.369031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:06.997819Z digest=sha256:0e0fafa90d4e0fc0dea26f3ddba9097f25cc01b982d0856a452eea373ff4aa65

Observation 8517d3b5-5e72-492d-bbe1-0998bcb0038d · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 27

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:08.921957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.001580Z digest=sha256:e6466cb88a97899a9d5abdd2d86ae07c3246c30fb79318b7210caabcf0da3b95

Observation 270c66d1-9fa6-4bae-9782-77d4ec69e650 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.004827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.004827Z digest=sha256:aceda58329a497a645b07bf45f4ebd350e211285a9e4ff3f79defb94628f8fd1

Observation 6ca63ed4-9e85-494b-811a-324783cddf32 · outbound

This paper cites Qian, R.K.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Qian, R.K

Reference 29

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:08.790962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.009035Z digest=sha256:ea09bda40af1b52cdb751313a124b25c031f3f2ec305cf188440501ca5a49598

Observation f80846ee-a3cd-448f-9b71-bcd25d061eaf · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 30

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:08.705876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.012596Z digest=sha256:4ebc17bb61cab32453b2c6d35603953f01f4047136d7be9a57c451d5e62a1190

Observation 2c66c108-f61c-4949-95a3-b8a947897155 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 31

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.356855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.015970Z digest=sha256:0106401c3aa01fa8bd03eb11e16f18399b822ba5c2fb09009477c5368560aa2e

Observation aee13bbc-c2c2-440b-bef5-1f7e02083ffc · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.020396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.020396Z digest=sha256:a624a53877016c517bc391ccbb620da645f86d79da63f0a4bd3a2907a7aa034b

Observation b65efe7a-2193-466d-b547-e3a27e5b926f · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.024909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.024909Z digest=sha256:143d5165ced357944959921c5400b3d20ee324292a0df773a5daea46a97606dc

Observation 70f4aa9f-e287-4730-b6fd-f1043165f24a · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.028560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.028560Z digest=sha256:69d3481728814d93d18c8c4e7a7e7bf6e459d8e33751efceae256b002e90a527

Observation 1bdba04a-68e3-4185-99eb-fb6fbfd5facb · outbound

This paper cites Hassanpour, V.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Hassanpour, V

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.032339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.032339Z digest=sha256:b7a77931142934d3e2d6fd3ca7f2b1303da2b4aaaa333855b419c73ccc45410c

Observation 27b1f064-d892-4dd4-9c63-01d7b5dbbd35 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 36

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:08.320666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.035830Z digest=sha256:ce0b366c73a4866d76af42322ef4d695eb23237b45e395c5d27c3f508069ce5f

Observation f3339127-9b81-4828-b322-f1f85a8f2a8a · outbound

This paper cites From Text to Blueprint: Leveraging Text-to-Image Tools for Floor Plan Creation.

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

Resolution
verified exact
local_arxiv, observed 2026-08-10T20:11:07.344155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.039276Z digest=sha256:abfa8207300c818682e83a454be062b9b0aef53eaa4a50f4679b8113a8f750e4

Observation e5c76d25-30eb-4c28-bd08-03dd54bc0367 · outbound

This paper cites Mountstephens, J.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Mountstephens, J

Reference 38

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.326850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.043140Z digest=sha256:5515e8c306a4c1353b935275e1c80ac9d28c149e26f899712e7b90a422456bcc

Observation fe63864c-b0ca-4a43-b462-c9e778cb85b1 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 39

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:08.229357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.046480Z digest=sha256:4e85b6ff90ab17637b99c51ff1551f650171ddafed061bce92b41868c85b7e08

Observation 1374c5e4-485b-40ad-9ca3-4c8187658a1b · outbound

This paper cites Hofmeyer, J.M.D.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Hofmeyer, J.M.D

Reference 40

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.314642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.049905Z digest=sha256:f2fa2b8993f0f532ad358bd5deee2b4682bb9ebec99add2e8800b15783523472

Observation 38573129-22d5-4b5e-928d-b4c742b5e228 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 41

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.302691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.053341Z digest=sha256:1b2cc669f44c8aba9e7302a2d481051fcafa6ca48bfe7b8bb24b6c6ca1487e13

Observation 9d119363-284e-48aa-8c96-5ca814d67819 · outbound

This paper cites Arroyo, J.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Arroyo, J

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.887075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.056985Z digest=sha256:6af146a4794907888e1d93204be3014bcf1e9cdf74640342aac2ff475f493d36

Observation 5165ee75-4b01-4271-ba51-0f90da502654 · outbound

This paper cites LayoutFlow: Flow Matching for Layout Generation.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model LayoutFlow: Flow Matching for Layout Generation

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.060615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.060615Z digest=sha256:3a8cf3c9cb1869ecf4655c4bd9e129222a1a55320954c426cc16785ffa63c796

Observation 892fa061-a486-474e-8806-90f47b2abba0 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.064648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.064648Z digest=sha256:2bb7b35aa4dd69ffcc45827624a0614a07805db7b22ac5207f61d2e1806f8ac5

Observation 4e1ba881-7f92-475f-b73b-dae89fc16516 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 45

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T20:11:08.082526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.068104Z digest=sha256:49c37873ab9d77ebd069c101a8e4dcd54201e5c554884e7ad43085b73efe31b6

Observation 5026d609-21ad-47f8-82dd-c1a0eb4630ec · outbound

This paper cites Patil, M.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Patil, M

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.876352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.071430Z digest=sha256:3993d29c5d65bfef0ff2e4b423fa0346108e11c97f174350568d8b8f7479f98c

Observation b920d60e-bb16-4bf1-b3d3-84b9254c3f7d · outbound

This paper cites Tiezzi, G.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Tiezzi, G

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.074860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.074860Z digest=sha256:bfd8592990acf7a6661aba28ce033c5c1a3089dd287c497e86448120f96d3dc4

Observation 5c12a0f3-51c6-491f-82c6-84598887a350 · outbound

This paper cites Sö nmez, Architectural Layout Evolution through Similarity-Based Evaluation, International Journal of Architectural Computing 13 (2015) 271–297.

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

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.279676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.078635Z digest=sha256:aecb58da819c01abbdd918a73a06fcf5b65570473ad0b8d49dd95dd09af79711

Observation 707ec5b8-5aa4-45b4-9f59-9b20e60ce755 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.082480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.082480Z digest=sha256:bffad41de1dcd93cff43d66e1877674f72370a1a768ec6dca5d1ceabe72115d9

Observation 4e4cca03-b9d6-4d79-bf83-3d0403f5ab9b · outbound

This paper cites Jiang, H.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Jiang, H

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.086495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.086495Z digest=sha256:ee0ece4ac7156e3390aaf45faa7b7da8321192f207242cd92cd5733fb6e725cb

Observation ac1d359f-c060-470c-8645-8ea5865fdbcf · outbound

This paper cites Huang, Architectural Drawings Recognition and Generation through Machine Learning, in: ACADIA // 2018: Recalibration.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.865749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.091372Z digest=sha256:cc1704b8531bfc6c70d0bbab1948a3f9b68c489f36f69284c2e3e8cd2eb72720

Observation 1819673a-3a5a-4af5-bec7-7b19d8886c79 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:11:09.853317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.095170Z digest=sha256:dc86a6ca39d4302691221298a6ab09c3f7270447b69454427235b0758101d2f1

Observation 39e27f67-f4b6-4113-863c-976094199c22 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.099184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.099184Z digest=sha256:f2c222f3d6dcd8d04836dfbc305fd3a4757d4434f5be54a5b9f5cd02574c1366

Observation caa64ae8-736f-4a31-b9b9-0ecce31e54e2 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 54

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.266646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.102755Z digest=sha256:2f1d5537f2b0a912ab9d432650d3d9006a6a7cd4edc7ed350527b35705598cf4

Observation 71fdf165-9390-4101-b9d8-2338b4453e35 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 55

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.255534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.106556Z digest=sha256:432707ada8831fe9c0275e0f0d385ca9baef9f7f429afdff89aeacfa9ea7d334

Observation 47a9193f-965e-4e37-9cee-af92ba9f7a92 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 56

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.243623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.111766Z digest=sha256:b9c26fc2b81438bc41ee5c81d7f6039e6c1b0f7b51de0251c5efcf9f272e969c

Observation f32b582f-074c-4251-8edf-70abbbbd8846 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 57

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.231412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.115670Z digest=sha256:b8d010b4b876f223a466d4922d66f5396aec305e7c341c779e50adbcd4be24cc

Observation bdab5236-6878-4e68-b015-5245070aa620 · outbound

This paper cites Sharma, N.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Sharma, N

Reference 58

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.218687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.119544Z digest=sha256:3465cedbdcda8ec163ee9eaba2af04f3276b2df766aa33b4a9aa4e7663b61e29

Observation a5f27a62-4b81-4c08-8299-a927183e9fc2 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 59

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.206438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.123623Z digest=sha256:4f5b622159fd8c6c5db845b2a47dc22bec484e655b100128073008f99b5da24f

Observation 20094ba3-c4dc-45eb-ae04-568d166057a3 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.127189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.127189Z digest=sha256:ee0c411fd6cd6d70ed53e533a2f88f8322bb0f6615b69459c5982f84a9ea9881

Observation ab6f8031-bd3f-4487-a04b-04184578e2a2 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.130694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.130694Z digest=sha256:945c9430b88e7d926497ebd77bfd5bbf0699257a9f2d0e00011e38ed8d4fea16

Observation b0d94188-a8bb-4107-bdca-0e7c54c042d9 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 62

Resolution
verified exact
doi, observed 2026-08-10T20:11:07.194734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.134798Z digest=sha256:c50623d8ff4ac462c1c1a66e43b59a78f21ab0404f52e925eb012abff84bf0e5

Observation 715f2b80-7332-4eea-9777-5c37db6efad9 · outbound

This paper cites Chaillou, ArchiGAN: Artificial Intelligence x Architecture, in: P.F.

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

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.138931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.138931Z digest=sha256:2426d9a7eb1ce27746cd3cc8d0c439cc8d6ff88d77387d4d328b4e8eb4a3c8f6

Observation 61c4eeb6-b4c0-4f8a-933b-4908f7753bfe · outbound

This paper cites Ghannad, Y.-C.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Ghannad, Y.-C

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.142559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.142559Z digest=sha256:9919774d9b41f614a095adb50f7522b591f069bf2a1e2b9c4f85394d0dd155e5

Observation 25e62502-c22f-48c5-838e-f431b4b90a4f · outbound

This paper cites Wang, Automated building layout generation using deep learning and graph algorithms, Automation in Construction (2023).

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:11:09.841900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T20:11:07.145826Z digest=sha256:391064c6126ea2e52135d72354ccbb5593ed2b7fe9a7558058d5e2828e59295d

Observation 9d352da5-d740-43f7-9650-558642282559 · outbound

This paper cites an unresolved cited work.

Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.149539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.149539Z digest=sha256:2daabdbe15e90d1fcd2424d8357704d8291183bb924e9ac30701b81b1d46d7c6

Observation 5ac38f87-e943-48aa-9aeb-9d8bb55c05ec · outbound

This paper cites Image-to-Image Translation with Conditional Adversarial Networks.

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

Resolution
unresolved
no resolver link, observed 2026-08-10T20:11:07.153970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:11:07.153970Z digest=sha256:7519cbb193570b715311ec5a3c811c373c8f806ac8d309d694a557c10c3f7f71

Pith citing papers

No inbound Pith citation observations are available.