Paper Citation Record · LEDGER

Toward Scene Graph and Layout Guided Complex 3D Scene Generation

As of 21 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations for arXiv:2412.20473.

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

pith.paper-citation-record.v1
2412.20473 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:23:22.049718Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T23:24:26.557732Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T23:28:26.310337Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy22
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d891a46f-f9fa-4265-86a4-cf090c820851 · outbound

This paper cites Re-imagine the Negative Prompt Algorithm: Transform 2D Diffusion into 3D, alleviate Janus problem and Beyond.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Re-imagine the Negative Prompt Algorithm: Transform 2D Diffusion into 3D, alleviate Janus problem and Beyond

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.870888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ac2aac6-c8ff-49d4-b838-e7df3a785c6e · outbound

This paper cites ShapeNet: An Information-Rich 3D Model Repository.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation ShapeNet: An Information-Rich 3D Model Repository

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.876102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa1560c8-04fa-4faf-833d-0d2fa4b36a7f · outbound

This paper cites Chang, Thomas A.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Chang, Thomas A

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.651949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ee507b00-7949-424a-9e38-6b4d9d7ea0fd · outbound

This paper cites Set-the-scene: Global-local training for generating controllable nerf scenes, 2023.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Set-the-scene: Global-local training for generating controllable nerf scenes, 2023

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.887076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84604389-dc07-4b82-b18d-b24e8057d320 · outbound

This paper cites ShapeCrafter: A Recursive Text-Conditioned 3D Shape Generation Model.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation ShapeCrafter: A Recursive Text-Conditioned 3D Shape Generation Model

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.892270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53583550-986d-4303-a19f-4d90add79a2f · outbound

This paper cites Graphdreamer: Compositional 3d scene synthesis from scene graphs.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Graphdreamer: Compositional 3d scene synthesis from scene graphs

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.625438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b87e6093-b412-4944-a2ee-43d09f7b96c9 · outbound

This paper cites Sugar: Surface- aligned gaussian splatting for efficient 3d mesh reconstruc- tion and high-quality mesh rendering.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Sugar: Surface- aligned gaussian splatting for efficient 3d mesh reconstruc- tion and high-quality mesh rendering

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.902941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61824752-e98b-4362-b38f-c2efa1f8b950 · outbound

This paper cites Dreamtime: An improved opti- mization strategy for diffusion-guided 3d generation.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Dreamtime: An improved opti- mization strategy for diffusion-guided 3d generation

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.599448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8083dbfb-7bab-402b-a044-4b76318010d8 · outbound

This paper cites Barron, P.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Barron, P

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.583802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6a72b3f3-442c-41ee-a4f8-c9c3c51c79d5 · outbound

This paper cites Clip-mesh: Generating textured meshes from text using pretrained image-text models.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Clip-mesh: Generating textured meshes from text using pretrained image-text models

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.568673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a2457761-9093-4288-b53b-4192e91354d7 · outbound

This paper cites Generative AI meets 3D: A Survey on Text-to-3D in AIGC Era.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Generative AI meets 3D: A Survey on Text-to-3D in AIGC Era

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.923312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4c93240-1140-47e9-9e67-420d3ee2f164 · outbound

This paper cites Luciddreamer: Towards high-fidelity text-to-3d generation via interval score match- ing.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Luciddreamer: Towards high-fidelity text-to-3d generation via interval score match- ing

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.554116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7ddfa30a-d149-423e-81d5-49458d979d19 · outbound

This paper cites Magic3d: High-resolution text-to-3d content creation.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Magic3d: High-resolution text-to-3d content creation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.539018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cf5ef8ae-d1e1-42c5-adbc-ccba495998d2 · outbound

This paper cites CompoNeRF: Text-guided Multi-object Compositional NeRF with Editable 3D Scene Layout.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation CompoNeRF: Text-guided Multi-object Compositional NeRF with Editable 3D Scene Layout

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.938437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42d356bb-b747-4a44-ac67-6b5e41915467 · outbound

This paper cites Towards implicit text-guided 3d shape generation.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Towards implicit text-guided 3d shape generation

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.524116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ef6616de-a2eb-49fc-a19e-5c81d84afd79 · outbound

This paper cites Repaint: Inpainting using denoising diffusion probabilistic models.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Repaint: Inpainting using denoising diffusion probabilistic models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.508296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2251b8ab-34fe-41f0-a564-6f31a6b6e9a6 · outbound

This paper cites an unresolved cited work.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:23:22.492806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e9365b83-e821-46d4-944d-c6cea7105f9f · outbound

This paper cites Latent-nerf for shape-guided gener- ation of 3d shapes and textures.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Latent-nerf for shape-guided gener- ation of 3d shapes and textures

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.477780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 36427441-d72d-42b9-a651-912c901537c1 · outbound

This paper cites Gpt-4 technical report, 2024.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Gpt-4 technical report, 2024

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.461544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1c49605d-221c-49b4-ad07-cd80b0c2da16 · outbound

This paper cites Compositional 3d scene generation using locally conditioned diffusion.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Compositional 3d scene generation using locally conditioned diffusion

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.444624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bf3a4fd3-7b85-4814-aafa-25d57ea26d8a · outbound

This paper cites DreamFusion: Text-to-3D using 2D Diffusion.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation DreamFusion: Text-to-3D using 2D Diffusion

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.972517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 459dfb12-5cda-48a1-866b-f276a6cb160e · outbound

This paper cites Learning transferable visual models from natural language supervision.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Learning transferable visual models from natural language supervision

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.428524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1a48cb1f-697d-482b-b98c-ab7b814cff51 · outbound

This paper cites Blattmann, Dominik Lorenz, Patrick Esser, and Bj ¨orn Ommer.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Blattmann, Dominik Lorenz, Patrick Esser, and Bj ¨orn Ommer

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.412742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b55e0517-dfd1-4d2f-8d1c-0268e3f52cbf · outbound

This paper cites Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:21.987487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aedf0e95-b09d-4ded-8b88-31fbee7e5f2f · outbound

This paper cites Lambourne, Ye Wang, Chin- Yi Cheng, and Marco Fumero.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Lambourne, Ye Wang, Chin- Yi Cheng, and Marco Fumero

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.397269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 067c36b4-6637-4d89-9b50-83973bf86fff · outbound

This paper cites an unresolved cited work.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:23:22.381588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2ba417d2-e123-48d8-af49-9a83af79e23f · outbound

This paper cites MVDream: Multi-view Diffusion for 3D Generation.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation MVDream: Multi-view Diffusion for 3D Generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:22.001326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2ccb518-03e4-495f-b126-deed6a73a5b8 · outbound

This paper cites Denois- ing diffusion implicit models, 2022.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Denois- ing diffusion implicit models, 2022

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:22.006922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71349dd2-5966-4893-9b5c-04889cef52fe · outbound

This paper cites Dreamgaussian: Generative gaussian splatting for ef- ficient 3d content creation.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Dreamgaussian: Generative gaussian splatting for ef- ficient 3d content creation

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.355852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6071ff26-7047-43ce-b590-cdc0bfbe27f9 · outbound

This paper cites What the DAAM: Interpreting stable dif- fusion using cross attention.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation What the DAAM: Interpreting stable dif- fusion using cross attention

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.339399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 594567e5-f06e-4756-b904-8ff0f8938f40 · outbound

This paper cites Yeh, and Gregory Shakhnarovich.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Yeh, and Gregory Shakhnarovich

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.323563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 32bc114d-ed9c-4b73-83bf-f8dc8efea4db · outbound

This paper cites Luciddreaming: Controllable object-centric 3d generation, 2024.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Luciddreaming: Controllable object-centric 3d generation, 2024

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.308154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b82c2d12-7199-44c3-beca-a8a0f31d65f3 · outbound

This paper cites Improving compositional text-to-image generation with large vision-language models,.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Improving compositional text-to-image generation with large vision-language models,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.292307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0319d727-0011-4d1e-98a2-721476a180c9 · outbound

This paper cites Dream3d: Zero-shot text-to-3d synthesis using 3d shape prior and text-to-image diffusion models.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Dream3d: Zero-shot text-to-3d synthesis using 3d shape prior and text-to-image diffusion models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.277164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9ccd3d52-9aee-488d-aae4-3fc39d76a250 · outbound

This paper cites Adding conditional control to text-to-image diffusion models, 2023.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation Adding conditional control to text-to-image diffusion models, 2023

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:23:22.260778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 15e94d75-870e-4a1d-9f6e-463b12f450ab · outbound

This paper cites A Survey of Diffusion Based Image Generation Models: Issues and Their Solutions.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation A Survey of Diffusion Based Image Generation Models: Issues and Their Solutions

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T23:23:22.044342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a615edc3-3852-4d15-b2ac-9bf6a808f5ad · outbound

This paper cites GALA3D: Towards Text-to-3D Complex Scene Generation via Layout-guided Generative Gaussian Splatting.

Toward Scene Graph and Layout Guided Complex 3D Scene Generation GALA3D: Towards Text-to-3D Complex Scene Generation via Layout-guided Generative Gaussian Splatting

Reference 37

Resolution: malformed identifier; no resolver link, observed 2026-08-10T23:23:22.049718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 489a882c-751c-4b14-b992-7bf5cd88a6f9 · inbound

StoryBlender: Inter-Shot Consistent and Editable 3D Storyboard with Spatial-temporal Dynamics cites this paper.

StoryBlender: Inter-Shot Consistent and Editable 3D Storyboard with Spatial-temporal Dynamics Toward Scene Graph and Layout Guided Complex 3D Scene Generation

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-13T23:28:26.316983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0bdbbc75-ea52-4519-baab-4a9305232495 · inbound

Integrating Graphs, Large Language Models, and Agents: Reasoning and Retrieval cites this paper.

Integrating Graphs, Large Language Models, and Agents: Reasoning and Retrieval Toward Scene Graph and Layout Guided Complex 3D Scene Generation

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:13:30.240246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.