Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:31:47.102726Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:31:47.102726Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T23:25:11.010837Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T11:36:55.561604Z
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8c5dbd5a-3bdc-48cc-b2ee-5c4eb73e4158 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 1
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.
Observation 4fedded2-67e9-47ef-87be-fa80ef41c04e · outbound
FlairGPT: Repurposing LLMs for Interior Designs Indoor and Outdoor 3D Scene Graph Generation via Language-Enabled Spatial Ontologies
Reference 2
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.
Observation a5d3f762-b8c6-40a3-acf5-a3994cb38786 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 3
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.
Observation ede03276-2876-40b8-b2ca-fdde617f877a · outbound
Reference 4
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.
Observation 29514ba8-2a37-42ea-b347-404574f9eb6e · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 5
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.
Observation 8afe420a-d29f-4278-9e56-f918514b604d · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 6
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.
Observation ba14c1c5-ac40-4a4c-a9c2-d47f86bdaae0 · outbound
FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m × 5m
Reference 7
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.
Observation c949bf95-f390-47c3-9733-3969337fccf8 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 8
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.
Observation c08a3490-e2d8-46af-8791-56e2ed6d8fcf · outbound
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
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.
Observation bb7fe9a2-9309-4c6d-90da-6f2d5e4cdc4f · outbound
FlairGPT: Repurposing LLMs for Interior Designs A bedroom that is 4m x 5m
Reference 10
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.
Observation dd5e0db6-7b51-414b-b1fe-db1af779675d · outbound
FlairGPT: Repurposing LLMs for Interior Designs Mitra / FlairGPT: Repurposing LLMs for Interior Designs 17 of 46
Reference 11
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.
Observation bed0d2da-24aa-4195-a6c0-63cb74ea3536 · outbound
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
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.
Observation 8807aa30-cfdd-4fff-bad5-3a728dc6361a · outbound
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
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.
Observation d09f839a-bbed-45dd-a326-97a2532ea7b7 · outbound
FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m x 5m
Reference 14
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.
Observation 52132c11-d3de-4a27-92f7-7eb11809745f · outbound
FlairGPT: Repurposing LLMs for Interior Designs A bedroom that is 4m x 5m
Reference 16
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.
Observation ba1d79ad-c403-479a-8220-f4e8b67e12df · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 17
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.
Observation f23df399-6f4d-4276-9c27-5a28e0d60ec0 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 18
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.
Observation 05a3b8b4-0947-4501-ab04-84d0be18141c · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 19
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.
Observation d7fe9e16-6372-4657-8141-f7a5a3fa6ce5 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 20
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.
Observation ce1cde13-1447-4590-a6ec-03607e9b5660 · outbound
FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m x 5m
Reference 21
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.
Observation 9f8312bd-7ad2-4ef4-907a-5c9241e93cf4 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - The right side of the other nightstand should be against the left side of the bed
Reference 22
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.
Observation 83214a39-a8b5-47d6-84d0-a768cbbfb5a5 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - Ensure there is adequate space behind the desk chair for movement (minimum of 0.5m)
Reference 23
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.
Observation 64c8a43c-0680-4c44-b196-9cd71be64cc1 · outbound
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
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.
Observation cdc0fd15-bf6e-46bf-b1fe-60127a663978 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 25
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.
Observation f262dbe9-5950-468f-a0d4-ccb54e8b0573 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 26
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.
Observation 71b4401b-cb95-4ac6-bf25-416917b70e56 · outbound
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
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.
Observation 3be5aa61-5f5d-48dd-981d-59b9ab72b3fa · outbound
FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m x 5m
Reference 28
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.
Observation 46b76891-2076-4a89-92ee-9856a2a8fd06 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 29
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.
Observation 61933087-a61d-48a2-875c-46c8ed5080ab · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 30
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.
Observation cf2211fd-59de-49be-a18a-b12a07c17b00 · outbound
FlairGPT: Repurposing LLMs for Interior Designs ### Work Area:
Reference 31
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.
Observation 1cc59c08-35a3-4ab3-9c8b-7bfad8afe0c3 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 32
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.
Observation 04e76c3a-b397-4899-947b-aef46743ec68 · outbound
FlairGPT: Repurposing LLMs for Interior Designs ### General Decorations:
Reference 33
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.
Observation 90efb79a-a478-4e83-9c1c-57ef4d46553f · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 34
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.
Observation 592bace5-dd80-41c7-8baf-05f75ae7710d · outbound
FlairGPT: Repurposing LLMs for Interior Designs a bedroom that is 4m x 5m
Reference 35
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.
Observation 4ebcc638-85da-485b-8195-b8786675b12c · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Colour:** Dark walnut frame with a soft grey upholstered headboard
Reference 36
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.
Observation e8bcf1d7-ad3b-4a3c-9c89-d26ef5901c80 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Scandinavian-inspired with a focus on functionality and simplicity
Reference 37
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.
Observation c80bcfce-1431-4fb0-a4cc-dc0aec506dfd · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Minimalist, providing a clutter-free workspace
Reference 38
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.
Observation c65ce2e1-5649-4083-a632-084d21be5d0d · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Modern with a single drawer for a clean appearance
Reference 39
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.
Observation 85779ac1-707b-4e42-8f6f-ae325c1c0771 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Contemporary with straight lines and silver handles
Reference 40
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.
Observation 07245bc9-0456-4462-8852-c50b0998dfa4 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Ergonomic and modern
Reference 41
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.
Observation 0da2f25f-5b14-4cfc-b7da-cb0727912b66 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Elegant and simple, fitting well with nightstands and dresser
Reference 42
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.
Observation eee0b2d4-44cf-4340-81aa-740c0f1a1019 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Framed in a sleek black frame for a gallery-quality look
Reference 43
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.
Observation 3270f2b2-bdf8-480b-abaf-fa31ed75cf30 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Large and full-length for functionality and room enlargement effect
Reference 44
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.
Observation 077f9b27-a3ac-40d5-a98a-4829fea0a9f5 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Practical and minimalistic
Reference 45
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.
Observation 62de60a3-d835-4385-8898-e9b4ff8a96de · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Sleek and modern, with a small footprint on the desk
Reference 46
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.
Observation d813976a-da9f-44e1-90ac-9fc4eff3719a · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Modern and elegant, adding a touch of luxury to the room
Reference 47
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.
Observation 32c2aec9-b73f-415c-9acd-0fd349052168 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - **Style:** Plush and cozy, placed under the bed extending slightly beyond it
Reference 48
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.
Observation 41d2cafc-c169-4eb2-90c4-b521f030b1ff · outbound
FlairGPT: Repurposing LLMs for Interior Designs - One nightstand should be to the left of the bed
Reference 49
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.
Observation 9ef04c55-12ac-4eec-a263-c4521b753208 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - Ensure there is adequate space behind the desk chair for movement
Reference 50
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.
Observation 073abef8-ab24-4109-910a-c74f414c60d0 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - Maintain at least 0.5m of space in front of the wardrobe for access
Reference 51
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.
Observation afc0e029-642e-4c78-9158-2cfb0da52143 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 52
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.
Observation c2570493-b28e-43c4-be6b-a84e83769257 · outbound
FlairGPT: Repurposing LLMs for Interior Designs Unresolved cited work
Reference 53
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.
Observation 82c0270a-a87c-4c93-a60e-eb3954d82454 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - The desk should be placed along a wall opposite the bed
Reference 54
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.
Observation 7d51dcdd-72e8-4182-9feb-c12caec08e05 · outbound
FlairGPT: Repurposing LLMs for Interior Designs - The desk should have a minimum distance of 0.5m from the wardrobe
Reference 55
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.
Observation 09412fab-fccb-405b-ad6f-165cc2fd1166 · outbound
FlairGPT: Repurposing LLMs for Interior Designs SceneHGN: Hierarchical Graph Networks for 3D Indoor Scene Generation with Fine-Grained Geometry
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 822ed9db-08cb-42f3-a3a7-92d727469e01 · inbound
ShapeLib: Designing a library of programmatic 3D shape abstractions with Large Language Models FlairGPT: Repurposing LLMs for Interior Designs
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bec7c5ca-c3fa-45b3-aa6a-1dfdb40bce0c · inbound
Aggregating LLM-Based Weak Verifiers for Spatial Layout Generation FlairGPT: Repurposing LLMs for Interior Designs
Reference 8
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.