Pith. sign in

Paper Citation Record · LEDGER

FlairGPT: Repurposing LLMs for Interior Designs

As of 13 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2501.04648.

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

pith.paper-citation-record.v1
2501.04648 v2

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:31:47.102726Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:25:11.010837Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T11:36:55.561604Z

Reference resolution

55 of 55 outbound references displayed

  • verified exact0
  • verified fuzzy35
  • unresolved18
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8c5dbd5a-3bdc-48cc-b2ee-5c4eb73e4158 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.959186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.855320Z digest=sha256:e994ef7fead13957d91ad8e373ba99d8fb23314616bd41e0268c1ec6ce60b82b

Observation 4fedded2-67e9-47ef-87be-fa80ef41c04e · outbound

This paper cites Indoor and Outdoor 3D Scene Graph Generation via Language-Enabled Spatial Ontologies.

FlairGPT: Repurposing LLMs for Interior Designs Indoor and Outdoor 3D Scene Graph Generation via Language-Enabled Spatial Ontologies

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T21:31:47.149495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.849486Z digest=sha256:28139b0ce43e2ca429304cbc54eeec90d2572eb8137a275e3c4f239b39b2004c

Observation a5d3f762-b8c6-40a3-acf5-a3994cb38786 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.934940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.864534Z digest=sha256:4df4c9d133de7ad99bc3d8f8210759ab269290eb23ff365002578ae6783f78fb

Observation ede03276-2876-40b8-b2ca-fdde617f877a · outbound

This paper cites (page 2).

FlairGPT: Repurposing LLMs for Interior Designs (page 2)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.946926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.859950Z digest=sha256:283eb92f1e9c3c11e8c6f1b5ba715c9d292c8ed0ee6185f649b6f033a635284a

Observation 29514ba8-2a37-42ea-b347-404574f9eb6e · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.909665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.874106Z digest=sha256:1c14328f76456f8571649fa031a8867f77cae940f187a1f810d156c4b3e4e8cb

Observation 8afe420a-d29f-4278-9e56-f918514b604d · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.922334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.870320Z digest=sha256:0419869d20835a1421ad70872b71c5a6dc148ce8416d5c9fc94ff0c7835f7a22

Observation ba14c1c5-ac40-4a4c-a9c2-d47f86bdaae0 · outbound

This paper cites a bedroom that is 4m × 5m.

FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m × 5m

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.884259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.882955Z digest=sha256:b733bb9e3ed16ca2262f2f4b6196bdef4fd7cdc43fe7091fb3cf3eabe00e28a4

Observation c949bf95-f390-47c3-9733-3969337fccf8 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.897106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.878432Z digest=sha256:4eae4ddeb725c65a6ca828cac22e48c990cb6923589442aac89a8e6e359bdbde

Observation c08a3490-e2d8-46af-8791-56e2ed6d8fcf · outbound

This paper cites We define a good layout as one that has the correct types of objects for the prompt, the objects are the correct size, the room is functional and the overall placement is good.

FlairGPT: Repurposing LLMs for Interior Designs We define a good layout as one that has the correct types of objects for the prompt, the objects are the correct size, the room is functional and the overall placement is good

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.836837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.898946Z digest=sha256:7e8e8e8e3df70c006f0ce4e26dd9a6f539d27822678c55dbb35c5a32e92ba0af

Observation bb7fe9a2-9309-4c6d-90da-6f2d5e4cdc4f · outbound

This paper cites A bedroom that is 4m x 5m.

FlairGPT: Repurposing LLMs for Interior Designs A bedroom that is 4m x 5m

Reference 10

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T21:31:47.872293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.887054Z digest=sha256:4fb6545d7167614d78f811602164d8ae232925ea14f481dda3a6b3711ec8682a

Observation dd5e0db6-7b51-414b-b1fe-db1af779675d · outbound

This paper cites Mitra / FlairGPT: Repurposing LLMs for Interior Designs 17 of 46.

FlairGPT: Repurposing LLMs for Interior Designs Mitra / FlairGPT: Repurposing LLMs for Interior Designs 17 of 46

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.857771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.891020Z digest=sha256:14d9627b7a4aaec074ae62b706943c65df1cd16d406967e20300fec00e3244fd

Observation bed0d2da-24aa-4195-a6c0-63cb74ea3536 · outbound

This paper cites "" This function ensures an object is next to a wall in a room. Specifically the back of the object. 12 Example constraint:.

FlairGPT: Repurposing LLMs for Interior Designs "" This function ensures an object is next to a wall in a room. Specifically the back of the object. 12 Example constraint:

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.795431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.912903Z digest=sha256:ed69c494be4e46138a32223bd180ebc55e13f49f5f192d2d69d83e54296bf1b6

Observation 8807aa30-cfdd-4fff-bad5-3a728dc6361a · outbound

This paper cites Given the description of the room, each object in the room should be there, and there are no objects in the room that should not be there.

FlairGPT: Repurposing LLMs for Interior Designs Given the description of the room, each object in the room should be there, and there are no objects in the room that should not be there

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.820967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.903497Z digest=sha256:ed518b871c63304c919c3bf90c6fdc2e70aed83dcbd1fd5b485809c193487460

Observation d09f839a-bbed-45dd-a326-97a2532ea7b7 · outbound

This paper cites a bedroom that is 4m x 5m.

FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m x 5m

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.808116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.908366Z digest=sha256:97f7ced4c12e164c5adba31426a874b831670980f05de39a380ce3bbeb7d6c38

Observation 52132c11-d3de-4a27-92f7-7eb11809745f · outbound

This paper cites A bedroom that is 4m x 5m.

FlairGPT: Repurposing LLMs for Interior Designs A bedroom that is 4m x 5m

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.780825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.918346Z digest=sha256:8e72957e3dc28e992d4f2399230f9dcc35ab9a88e1d64fc928b1c63bf530d9e1

Observation ba1d79ad-c403-479a-8220-f4e8b67e12df · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.765607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.922459Z digest=sha256:b8ef5c41e91be9a55c5901aad442d298bace8ded3a8c8f656efc556bfc9b8b22

Observation f23df399-6f4d-4276-9c27-5a28e0d60ec0 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.742329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.926419Z digest=sha256:16c249e2315c4f74fb80448d39119486da48ee4738569653378dd8faea6653f7

Observation 05a3b8b4-0947-4501-ab04-84d0be18141c · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.722656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.930363Z digest=sha256:f848808a23dd1b862a4f9df901c66a62c91119801dba7dba447d4313062a98b3

Observation d7fe9e16-6372-4657-8141-f7a5a3fa6ce5 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.706588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.934256Z digest=sha256:f5e489cef66f0a382baf3f79198910b84089f2f6b6a37dd9bf230472a94c9da2

Observation ce1cde13-1447-4590-a6ec-03607e9b5660 · outbound

This paper cites a bedroom that is 4m x 5m.

FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m x 5m

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.692742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.938122Z digest=sha256:3f9ec8496e9bbf704a4d15076e0add3d978028c95b1a272c3c31f9905828ebc0

Observation 9f8312bd-7ad2-4ef4-907a-5c9241e93cf4 · outbound

This paper cites - The right side of the other nightstand should be against the left side of the bed.

FlairGPT: Repurposing LLMs for Interior Designs - The right side of the other nightstand should be against the left side of the bed

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.679614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.942192Z digest=sha256:2b2268fc5e83819a55a618e39cd7bc34dd18b1bc7095959b391b701b6bb8030b

Observation 83214a39-a8b5-47d6-84d0-a768cbbfb5a5 · outbound

This paper cites - Ensure there is adequate space behind the desk chair for movement (minimum of 0.5m).

FlairGPT: Repurposing LLMs for Interior Designs - Ensure there is adequate space behind the desk chair for movement (minimum of 0.5m)

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.666227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.946040Z digest=sha256:d48c2e1314f25d46e6fd013ce375b14404a0d8e9baedea2ff268820ef21fc005

Observation 64c8a43c-0680-4c44-b196-9cd71be64cc1 · outbound

This paper cites - Maintain at least 0.5m of space in front of both the dresser and wardrobe for access.

FlairGPT: Repurposing LLMs for Interior Designs - Maintain at least 0.5m of space in front of both the dresser and wardrobe for access

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.653451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.950060Z digest=sha256:4ab215b9f4658af39e74ed96ce21391feaa0c30c90e88a325fe4c6276c9e1f67

Observation cdc0fd15-bf6e-46bf-b1fe-60127a663978 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.638193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.953877Z digest=sha256:9d1eeb28e08b92323f0352dba21a00039d38f0886ff5a78162c539333eff30a0

Observation f262dbe9-5950-468f-a0d4-ccb54e8b0573 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.622044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.957732Z digest=sha256:3df0e0f9c2b1eb765d23923aaceda079a6b8944061190ed2ed6cb885f0ed5c30

Observation 71b4401b-cb95-4ac6-bf25-416917b70e56 · outbound

This paper cites - The desk should be placed along a wall opposite to or adjacent to the bed to avoid obstruction.

FlairGPT: Repurposing LLMs for Interior Designs - The desk should be placed along a wall opposite to or adjacent to the bed to avoid obstruction

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.605516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.961671Z digest=sha256:3f8b3300940d560706b3ec4cb717baed22221c0755af90a4b2df7ee2fb2adfcc

Observation 3be5aa61-5f5d-48dd-981d-59b9ab72b3fa · outbound

This paper cites a bedroom that is 4m x 5m.

FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m x 5m

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.591781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.966481Z digest=sha256:aa02bb67791d05e6a85c894c18c37dc501455499be08327ef111fc70cb191f9f

Observation 46b76891-2076-4a89-92ee-9856a2a8fd06 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.579444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.978045Z digest=sha256:aae63bd0cd1d24af7d08242862133f692efe200b497c03e0e4a4b013514683a8

Observation 61933087-a61d-48a2-875c-46c8ed5080ab · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.569028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.983453Z digest=sha256:49d076700658f4aca0819cda0d887bcc54f31f659f6e192d8564607ce6005eae

Observation cf2211fd-59de-49be-a18a-b12a07c17b00 · outbound

This paper cites ### Work Area:.

FlairGPT: Repurposing LLMs for Interior Designs ### Work Area:

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.557683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.987927Z digest=sha256:cd744c9b259e17bfba0c91942bd2b0d341de47205b18c26b5815a21bd0d4f1b2

Observation 1cc59c08-35a3-4ab3-9c8b-7bfad8afe0c3 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.543779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.993061Z digest=sha256:611b112013f4cb5342cec44802e03f44c569de67a3ee85ba51e2a370923caac6

Observation 04e76c3a-b397-4899-947b-aef46743ec68 · outbound

This paper cites ### General Decorations:.

FlairGPT: Repurposing LLMs for Interior Designs ### General Decorations:

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.525717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:46.997689Z digest=sha256:adb33d72805a86005c176b78e412b5527d45990b2e007a74d3fae0d52f19335f

Observation 90efb79a-a478-4e83-9c1c-57ef4d46553f · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.506483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.004356Z digest=sha256:bf331835154d28e3423e58ed96c835d8726895f96bdf277b9c7f0f310bbf68ec

Observation 592bace5-dd80-41c7-8baf-05f75ae7710d · outbound

This paper cites a bedroom that is 4m x 5m.

FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m x 5m

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.486999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.009102Z digest=sha256:212a904cedaa421ed55012ccf298438f8b9689c52e6e179eb482c096b30b1501

Observation 4ebcc638-85da-485b-8195-b8786675b12c · outbound

This paper cites - **Colour:** Dark walnut frame with a soft grey upholstered headboard.

FlairGPT: Repurposing LLMs for Interior Designs - **Colour:** Dark walnut frame with a soft grey upholstered headboard

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.470631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.014621Z digest=sha256:4c26be7ad2aeeaa2da472bd310d4a6fc6218ae72974f71be520408ea7b0bc672

Observation e8bcf1d7-ad3b-4a3c-9c89-d26ef5901c80 · outbound

This paper cites - **Style:** Scandinavian-inspired with a focus on functionality and simplicity.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Scandinavian-inspired with a focus on functionality and simplicity

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.455606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.019330Z digest=sha256:77e259c62a4814a8304ac7ca62aa1c9d130834ccf3f4f29ba48ce84edd5a4316

Observation c80bcfce-1431-4fb0-a4cc-dc0aec506dfd · outbound

This paper cites - **Style:** Minimalist, providing a clutter-free workspace.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Minimalist, providing a clutter-free workspace

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.438078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.024461Z digest=sha256:8f976b4ca7b212453ca74565b461942d3841571b36d20798e6a87ce2b5ceea0c

Observation c65ce2e1-5649-4083-a632-084d21be5d0d · outbound

This paper cites - **Style:** Modern with a single drawer for a clean appearance.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Modern with a single drawer for a clean appearance

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.422989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.028712Z digest=sha256:7ee46848a07123c5849506519ceaec19f7725f2cc9be847942e1adad1e8b1c3d

Observation 85779ac1-707b-4e42-8f6f-ae325c1c0771 · outbound

This paper cites - **Style:** Contemporary with straight lines and silver handles.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Contemporary with straight lines and silver handles

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.405363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.032815Z digest=sha256:fbaadcd0562023fdd596677399db79aa0cb8ed6b897a94a0d76d684afa9bc626

Observation 07245bc9-0456-4462-8852-c50b0998dfa4 · outbound

This paper cites - **Style:** Ergonomic and modern.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Ergonomic and modern

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.391892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.036695Z digest=sha256:b40d7dd81f5619b24702d3fe97ebfb4b5cc590c70643c8e55216d14ed93b298f

Observation 0da2f25f-5b14-4cfc-b7da-cb0727912b66 · outbound

This paper cites - **Style:** Elegant and simple, fitting well with nightstands and dresser.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Elegant and simple, fitting well with nightstands and dresser

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.377736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.040709Z digest=sha256:ae0ad1e9dfe504797b455ad8e2fef501d915e87c7d74ea7f0eda193f34d02b16

Observation eee0b2d4-44cf-4340-81aa-740c0f1a1019 · outbound

This paper cites - **Style:** Framed in a sleek black frame for a gallery-quality look.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Framed in a sleek black frame for a gallery-quality look

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.365124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.045103Z digest=sha256:5c9e56b4b9b89d7af82c59b8035dcb4ddb9e282a8b648f7b884cf93272b71403

Observation 3270f2b2-bdf8-480b-abaf-fa31ed75cf30 · outbound

This paper cites - **Style:** Large and full-length for functionality and room enlargement effect.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Large and full-length for functionality and room enlargement effect

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.353413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.049874Z digest=sha256:e525eb023b9b188462bd70613d902fd68d8796d2728c8af4fdf1678a100e50e3

Observation 077f9b27-a3ac-40d5-a98a-4829fea0a9f5 · outbound

This paper cites - **Style:** Practical and minimalistic.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Practical and minimalistic

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.338298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.053978Z digest=sha256:1440adda265991f751eb74d9faf872d24a003985e55b767e0e5c08acaddb8ee6

Observation 62de60a3-d835-4385-8898-e9b4ff8a96de · outbound

This paper cites - **Style:** Sleek and modern, with a small footprint on the desk.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Sleek and modern, with a small footprint on the desk

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.322732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.058056Z digest=sha256:3055f21374c4ca948a55e7afa94e64775b6a1a17e5577ac84fb18e5550a55df6

Observation d813976a-da9f-44e1-90ac-9fc4eff3719a · outbound

This paper cites - **Style:** Modern and elegant, adding a touch of luxury to the room.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Modern and elegant, adding a touch of luxury to the room

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.308791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.061936Z digest=sha256:b55f984efdaa8d000ed6d20fa19b4e04bf2e8a29a35659b2a4725427feeb088c

Observation 32c2aec9-b73f-415c-9acd-0fd349052168 · outbound

This paper cites - **Style:** Plush and cozy, placed under the bed extending slightly beyond it.

FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Plush and cozy, placed under the bed extending slightly beyond it

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.293593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.066390Z digest=sha256:3165dec74ec3019e9eb18faebc57a0bbc772d37095867e4f68cdc30c0f88d127

Observation 41d2cafc-c169-4eb2-90c4-b521f030b1ff · outbound

This paper cites - One nightstand should be to the left of the bed.

FlairGPT: Repurposing LLMs for Interior Designs - One nightstand should be to the left of the bed

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.277154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.070605Z digest=sha256:70144897a694572e41d207bb24146b984d6b758820670fabb5df42d885df5207

Observation 9ef04c55-12ac-4eec-a263-c4521b753208 · outbound

This paper cites - Ensure there is adequate space behind the desk chair for movement.

FlairGPT: Repurposing LLMs for Interior Designs - Ensure there is adequate space behind the desk chair for movement

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.259915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.074736Z digest=sha256:7a93b641bd515d2a252b93688d3094169d2632275baca035de8f87135e735f68

Observation 073abef8-ab24-4109-910a-c74f414c60d0 · outbound

This paper cites - Maintain at least 0.5m of space in front of the wardrobe for access.

FlairGPT: Repurposing LLMs for Interior Designs - Maintain at least 0.5m of space in front of the wardrobe for access

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.243623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.082169Z digest=sha256:43de7d448e79430687d34843a5a63c8e50c56b7cdeb16f3487944b52f77d12d2

Observation afc0e029-642e-4c78-9158-2cfb0da52143 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.224005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.088051Z digest=sha256:4bbabaebfd32d164135f739213f8de1fefe1e77a2b8ddfef8a63bfd2ebc92490

Observation c2570493-b28e-43c4-be6b-a84e83769257 · outbound

This paper cites an unresolved cited work.

FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:31:47.209469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.092876Z digest=sha256:1147c31ae29320745831455b0156a98b9ac7262d520d0ef9797857eb2d8dee5f

Observation 82c0270a-a87c-4c93-a60e-eb3954d82454 · outbound

This paper cites - The desk should be placed along a wall opposite the bed.

FlairGPT: Repurposing LLMs for Interior Designs - The desk should be placed along a wall opposite the bed

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.194025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.097572Z digest=sha256:16136db221a084f9f666865098fd8f8cac63c9aa67e328490c83bc5eb80c4dea

Observation 7d51dcdd-72e8-4182-9feb-c12caec08e05 · outbound

This paper cites - The desk should have a minimum distance of 0.5m from the wardrobe.

FlairGPT: Repurposing LLMs for Interior Designs - The desk should have a minimum distance of 0.5m from the wardrobe

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:31:47.180041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T21:31:47.102726Z digest=sha256:9900685d688b9bd23b97ae1bf0055fa12969d0dfb7d6b628947b44cedf825804

Observation 09412fab-fccb-405b-ad6f-165cc2fd1166 · outbound

This paper cites SceneHGN: Hierarchical Graph Networks for 3D Indoor Scene Generation with Fine-Grained Geometry.

FlairGPT: Repurposing LLMs for Interior Designs SceneHGN: Hierarchical Graph Networks for 3D Indoor Scene Generation with Fine-Grained Geometry

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-10T21:31:46.842594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:31:46.842594Z digest=sha256:261b1cec1fd7162319dc68e968c1daa2d5c5f70709edb8e30496bbd80ee87952

Pith citing papers

Observation 822ed9db-08cb-42f3-a3a7-92d727469e01 · inbound

ShapeLib: Designing a library of programmatic 3D shape abstractions with Large Language Models cites this paper.

ShapeLib: Designing a library of programmatic 3D shape abstractions with Large Language Models FlairGPT: Repurposing LLMs for Interior Designs

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-07T23:25:11.010837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:25:11.010837Z digest=sha256:1b39d3e270704d46b9935bfa9270a431d7eaa80ccd81b3e5ce17cef86caeac87

Observation bec7c5ca-c3fa-45b3-aa6a-1dfdb40bce0c · inbound

Aggregating LLM-Based Weak Verifiers for Spatial Layout Generation cites this paper.

Aggregating LLM-Based Weak Verifiers for Spatial Layout Generation FlairGPT: Repurposing LLMs for Interior Designs

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-07-02T11:36:55.562999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-06-28T03:11:18.416545Z digest=sha256:3af215950b656a1ed34488d2493b69db56e6d0da037d65464af3d43ba8bd66ed