Paper Citation Record · LEDGER

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis

As of 23 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 3 inbound Pith citation observations for arXiv:2508.18597.

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

pith.paper-citation-record.v1
2508.18597 v2

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:00:07.259723Z

measured 63 of 63 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:59:50.229390Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T14:48:23.371343Z

Reference resolution

60 of 60 outbound references displayed

verified exact1
verified fuzzy36
unresolved22
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a5fbc877-fc65-4001-be44-3ef9bad36cb2 · outbound

This paper cites Open-Universe Indoor Scene Generation using LLM Program Synthesis and Uncurated Object Databases.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Open-Universe Indoor Scene Generation using LLM Program Synthesis and Uncurated Object Databases

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.018329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c42617f-ff7d-4044-8cbc-0f6292b6d7a1 · outbound

This paper cites Demystifying MMD GANs.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Demystifying MMD GANs

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.209926Z

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.

Observation 02c3469d-4161-4e36-a593-a9644a705389 · outbound

This paper cites I-design: Personalized LLM interior designer.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis I-design: Personalized LLM interior designer

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.027459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 195eef4b-1118-4319-a7ab-9aea547c43c5 · outbound

This paper cites Lay- outDM: Transformer-based diffusion model for layout gen- eration.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Lay- outDM: Transformer-based diffusion model for layout gen- eration

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.197144Z

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.

Observation 51ad63c8-9189-42b1-a74a-fd42e7076c89 · outbound

This paper cites Set-the-Scene: Global-Local Training for Generating Controllable NeRF Scenes.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Set-the-Scene: Global-Local Training for Generating Controllable NeRF Scenes

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.035269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71f858c9-2900-4403-8df8-be60803b28ba · outbound

This paper cites ProcTHOR: Large-scale embodied AI using procedural generation.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis ProcTHOR: Large-scale embodied AI using procedural generation

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.184214Z

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.

Observation 188ae336-2665-4200-8a32-4b11230e133c · outbound

This paper cites BlenderProc2: A procedural pipeline for photorealistic ren- dering.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis BlenderProc2: A procedural pipeline for photorealistic ren- dering

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.171309Z

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.

Observation c7088e31-c710-430b-926f-ad90e151fd48 · outbound

This paper cites LayoutGPT: Compositional Visual Planning and Generation with Large Language Models.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis LayoutGPT: Compositional Visual Planning and Generation with Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.047636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6035715-95d0-48c5-9cd8-3e08fcbe900c · outbound

This paper cites Example-based synthesis of 3D object arrangements.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Example-based synthesis of 3D object arrangements

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.155923Z

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.

Observation 074c284a-87e3-40f7-aab0-1a3b30fbf821 · outbound

This paper cites 3D-Front: 3D furnished rooms with layouts and semantics.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis 3D-Front: 3D furnished rooms with layouts and semantics

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.142782Z

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.

Observation b9e8197d-1186-4d96-a2f3-a38733faf628 · outbound

This paper cites GraphDreamer: Compositional 3D scene synthesis from scene graphs, 2023.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis GraphDreamer: Compositional 3D scene synthesis from scene graphs, 2023

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.128813Z

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.

Observation a483048c-34af-4301-9a3c-c46aeca7f8d6 · outbound

This paper cites SceneHGN: Hierarchical graph net- works for 3D indoor scene generation with fine-grained ge- ometry.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis SceneHGN: Hierarchical graph net- works for 3D indoor scene generation with fine-grained ge- ometry

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.116356Z

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.

Observation c989f9f7-3313-472c-90f7-13738cc6decd · outbound

This paper cites GANs trained by a two time-scale update rule converge to a local Nash equi- librium.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis GANs trained by a two time-scale update rule converge to a local Nash equi- librium

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.104042Z

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.

Observation db9b2a04-8b9d-4148-8a3e-09061a89fa82 · outbound

This paper cites Denoising diffu- sion probabilistic models.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Denoising diffu- sion probabilistic models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.072386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e35bc2e6-518a-4157-a444-a4ce51c770e1 · outbound

This paper cites Argmax flows and multinomial dif- fusion: Learning categorical distributions.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Argmax flows and multinomial dif- fusion: Learning categorical distributions

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.083233Z

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.

Observation 448ed98e-0d0d-4681-a5e7-1bd6b7a6b61f · outbound

This paper cites Mixed Diffusion for 3D Indoor Scene Synthesis.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Mixed Diffusion for 3D Indoor Scene Synthesis

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.079860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a633fa93-845d-428b-b5d5-e8d95a69a5a4 · outbound

This paper cites SceneCraft: An LLM agent for synthesizing 3D scene as Blender code.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis SceneCraft: An LLM agent for synthesizing 3D scene as Blender code

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.067276Z

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.

Observation 5164340d-9e7f-4c24-b2c2-6ba818794894 · outbound

This paper cites LayoutDM: Discrete diffusion model for controllable layout generation.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis LayoutDM: Discrete diffusion model for controllable layout generation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.055058Z

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.

Observation edd6b0ad-55f6-4f6e-8513-838494d07d0e · outbound

This paper cites Kingma and Jimmy Ba.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Kingma and Jimmy Ba

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.043650Z

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.

Observation 6014f263-fff6-408d-ba4f-f3b304aa90ed · outbound

This paper cites GRAINS: Generative re- cursive autoencoders for indoor scenes.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis GRAINS: Generative re- cursive autoencoders for indoor scenes

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.032023Z

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.

Observation cc422c17-0488-4bbf-b375-cb87b2cf7e5b · outbound

This paper cites InstructScene: Instruction- driven 3D indoor scene synthesis with semantic graph prior.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis InstructScene: Instruction- driven 3D indoor scene synthesis with semantic graph prior

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.019912Z

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.

Observation dff241db-9b60-444c-9254-dd0ff581cb8e · outbound

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

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis CompoNeRF: Text-guided Multi-object Compositional NeRF with Editable 3D Scene Layout

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.103872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce31e763-5fe1-4c0b-b5ca-568d9721b3e8 · outbound

This paper cites End-to-end optimization of scene layout.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis End-to-end optimization of scene layout

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:08.008484Z

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.

Observation 1ee64a70-471e-4901-a79b-b565c4d20ce7 · outbound

This paper cites DeBaRA: Denoising-based 3D room arrangement generation.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis DeBaRA: Denoising-based 3D room arrangement generation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.996353Z

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.

Observation d4800e78-e58e-47da-a0d0-03a8c469105b · outbound

This paper cites Interactive furniture layout using in- terior design guidelines.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Interactive furniture layout using in- terior design guidelines

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.985157Z

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.

Observation 44d55336-7586-43e6-8007-bbf69c7af4e7 · outbound

This paper cites COFS: Controllable furniture layout synthesis.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis COFS: Controllable furniture layout synthesis

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.972665Z

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.

Observation afbcc867-be43-4db4-8df7-385310138507 · outbound

This paper cites ATISS: Autore- gressive transformers for indoor scene synthesis.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis ATISS: Autore- gressive transformers for indoor scene synthesis

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.123249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca789c06-cf33-4169-969c-bf8525f2398b · outbound

This paper cites Compositional 3D Scene Generation using Locally Conditioned Diffusion.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Compositional 3D Scene Generation using Locally Conditioned Diffusion

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.131338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ea4f291-8195-467a-ad85-86ad67da4663 · outbound

This paper cites Infinite photore- alistic worlds using procedural generation.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Infinite photore- alistic worlds using procedural generation

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.940623Z

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.

Observation 9df703e3-3514-4c84-a4c4-9a4f9099d865 · outbound

This paper cites Fast and flex- ible indoor scene synthesis via deep convolutional genera- tive models.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Fast and flex- ible indoor scene synthesis via deep convolutional genera- tive models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.141102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7547fd27-f88a-4a6f-af7c-ebfd06eb8b18 · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermodynamics.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Deep unsupervised learning using nonequilibrium thermodynamics

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.144690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 695441b0-1d95-4585-90f0-7aa907014f45 · outbound

This paper cites Denois- ing diffusion implicit models.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Denois- ing diffusion implicit models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.148331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0e9c1a2-255c-467f-8ce3-6cd207070f1b · outbound

This paper cites Improved techniques for training score-based generative models.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Improved techniques for training score-based generative models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.151736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3242205-c2db-4d46-9db3-b6f5438946b1 · outbound

This paper cites CHOrD: Generation of Collision-Free, House-Scale, and Organized Digital Twins for 3D Indoor Scenes with Controllable Floor Plans and Optimal Layouts.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis CHOrD: Generation of Collision-Free, House-Scale, and Organized Digital Twins for 3D Indoor Scenes with Controllable Floor Plans and Optimal Layouts

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.155228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0968b885-b33c-4917-b21f-d5e43dd16988 · outbound

This paper cites LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.160330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9b6cc6e-50b7-4f2d-a76f-edc3105cb2a2 · outbound

This paper cites RelTriple: Learning plausible indoor layouts by integrating relationship triples into the diffusion process.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis RelTriple: Learning plausible indoor layouts by integrating relationship triples into the diffusion process

Reference 36

Resolution: verified exact; raw_fallback, observed 2026-08-15T17:00:07.456263Z

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.

Observation 2f89df28-e30e-40ce-8d32-1b6b046af6f7 · outbound

This paper cites Forest2Seq: Revitalizing order prior for sequential in- door scene synthesis.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Forest2Seq: Revitalizing order prior for sequential in- door scene synthesis

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.890905Z

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.

Observation 1268c85e-8887-4992-9eb5-710da837ce32 · outbound

This paper cites SceneEval: Evaluating semantic coherence in text-conditioned 3D indoor scene syn- thesis.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis SceneEval: Evaluating semantic coherence in text-conditioned 3D indoor scene syn- thesis

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.171830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cd26a65-6672-4ff4-9e12-6471631b3e1f · outbound

This paper cites DiffuScene: Denoising Diffusion Models for Generative Indoor Scene Synthesis.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis DiffuScene: Denoising Diffusion Models for Generative Indoor Scene Synthesis

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.175488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f67b14b8-81d2-410b-8dd7-536db2c2f203 · outbound

This paper cites CG3D: Compositional Generation for Text-to-3D via Gaussian Splatting.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis CG3D: Compositional Generation for Text-to-3D via Gaussian Splatting

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.179674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78d1246b-b28a-4c23-97a0-7aa8fa7815ed · outbound

This paper cites Deep convolutional priors for indoor scene syn- thesis.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Deep convolutional priors for indoor scene syn- thesis

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.183396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c191e78d-b993-4579-8cc9-df7ec7ad9312 · outbound

This paper cites PlanIT: Planning and in- stantiating indoor scenes with relation graph and spatial prior networks.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis PlanIT: Planning and in- stantiating indoor scenes with relation graph and spatial prior networks

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.870199Z

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.

Observation c024034a-ea51-437c-8857-1f2a9cfc47f6 · outbound

This paper cites Sceneformer: Indoor scene generation with transformers.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Sceneformer: Indoor scene generation with transformers

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.856439Z

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.

Observation 7e308393-4b01-4b90-abb9-3e1b6377623a · outbound

This paper cites Lego-net: Learning regular rearrangements of ob- jects in rooms.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Lego-net: Learning regular rearrangements of ob- jects in rooms

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.841688Z

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.

Observation d5663c0b-36af-4fa7-99db-48f026f5cbd3 · outbound

This paper cites AnyHome: Open-Vocabulary Generation of Structured and Textured 3D Homes.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis AnyHome: Open-Vocabulary Generation of Structured and Textured 3D Homes

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T17:00:07.199713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b1ce100-2c2d-4fdd-87bc-9d9039ea39c4 · outbound

This paper cites Structured 3D latents for scalable and versatile 3D generation.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Structured 3D latents for scalable and versatile 3D generation

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.829698Z

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.

Observation d257b37b-2b69-442a-bab5-d311a5a38a24 · outbound

This paper cites Constraint- based automatic placement for scene composition.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Constraint- based automatic placement for scene composition

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.817675Z

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.

Observation 9b15abd5-7cc4-497c-ad61-09a1746c4c33 · outbound

This paper cites Indoor scene generation from a collection of semantic- segmented depth images.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Indoor scene generation from a collection of semantic- segmented depth images

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.805349Z

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.

Observation cd37b21a-0c7a-4edf-9bc7-27137d185fe3 · outbound

This paper cites PhyScene: Physically interactable 3D scene synthe- sis for embodied AI.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis PhyScene: Physically interactable 3D scene synthe- sis for embodied AI

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.793119Z

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.

Observation 6cd2a807-c11d-4e1e-81a3-63c2e29b50f9 · outbound

This paper cites Holodeck: Language guided gener- ation of 3D embodied AI environments.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Holodeck: Language guided gener- ation of 3D embodied AI environments

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.780685Z

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.

Observation e8f40300-59b4-4893-9a63-0097eaa31092 · outbound

This paper cites CommonScenes: Generating commonsense 3D in- door scenes with scene graphs.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis CommonScenes: Generating commonsense 3D in- door scenes with scene graphs

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.767978Z

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.

Observation 3e8cc18c-a6a8-4f94-b8ff-41645c2a2a87 · outbound

This paper cites Echoscene: Indoor scene generation via information echo over scene graph diffusion.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Echoscene: Indoor scene generation via information echo over scene graph diffusion

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.752534Z

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.

Observation c11743f7-955b-4b82-bc0f-7e4ff4f440d8 · outbound

This paper cites Deep generative modeling for scene synthesis via hybrid represen- tations.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Deep generative modeling for scene synthesis via hybrid represen- tations

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.734957Z

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.

Observation 06ad62f0-9e6a-4291-803b-63f82d796960 · outbound

This paper cites SceneGraphNet: Neural message passing for 3D indoor scene augmentation.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis SceneGraphNet: Neural message passing for 3D indoor scene augmentation

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.719087Z

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.

Observation 4297a4ab-3657-4a47-a780-73e4e52201fa · outbound

This paper cites bedroom, living room, dining room) and fil- ter the data following DiffuScene [39].

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis bedroom, living room, dining room) and fil- ter the data following DiffuScene [39]

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.686292Z

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.

Observation 96ebf4e0-0cde-4e2a-9835-918a79518614 · outbound

This paper cites For the unified dataset, we combine all room types and split the processed data into 70% training, 10% validation, and 20% test following prior work [27, 39].

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis For the unified dataset, we combine all room types and split the processed data into 70% training, 10% validation, and 20% test following prior work [27, 39]

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.665267Z

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.

Observation 1691bcdc-d928-41e5-9563-902b5d9d3bd2 · outbound

This paper cites an unresolved cited work.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:00:07.649090Z

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.

Observation 5f6a4bcf-e4e5-4f57-8790-b6df4848c07d · outbound

This paper cites The offset is determined by measuring the maximum distance from the object’s bounding box to the floor.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis The offset is determined by measuring the maximum distance from the object’s bounding box to the floor

Reference 60

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T17:00:07.636115Z

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.

Observation 6e79552e-77a8-40d6-89e6-b6bcc89703a1 · outbound

This paper cites A), additional information about our experimental setup (App.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis A), additional information about our experimental setup (App

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:00:07.702357Z

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.

Observation 5fd0e9a7-6476-47ce-bc89-0dda0059de64 · outbound

This paper cites an unresolved cited work.

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis Unresolved cited work

Reference 2021

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:00:07.953667Z

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.

Pith citing papers

Observation 75aaf80d-120d-46c9-b77d-99297122e3a4 · inbound

BIM-Native Tokenization for Constraint-Aware Room Layout Synthesis cites this paper.

BIM-Native Tokenization for Constraint-Aware Room Layout Synthesis SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-17T01:53:51.078208Z

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.

Observation bda6e8f4-bcbd-4b78-a53d-3bcb9224d42e · inbound

VoxScene: Anchor-Conditioned Voxel Diffusion for Indoor Scene Arrangement cites this paper.

VoxScene: Anchor-Conditioned Voxel Diffusion for Indoor Scene Arrangement SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-20T14:48:23.372853Z

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.

Observation 862b1257-7451-42b8-807c-494202b4c0e3 · inbound

GOPI: Generation-Oriented 3D Pose Inference for Furniture Insertion from Single-View RGB-D Indoor Scenes cites this paper.

GOPI: Generation-Oriented 3D Pose Inference for Furniture Insertion from Single-View RGB-D Indoor Scenes SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T19:59:50.229390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.