FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts | Paper Citation Record

Observation b648ccd0-caf2-4f4b-9124-2acfe51a107d · outbound

This paper cites Structured denoising dif- fusion models in discrete state-spaces.Advances in Neural Information Processing Systems, 34:17981–17993, 2021.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Structured denoising dif- fusion models in discrete state-spaces.Advances in Neural Information Processing Systems, 34:17981–17993, 2021

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:52.263250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d804d5e7-77c4-40c0-96eb-88f6371978e5 · outbound

This paper cites Demystifying MMD GANs.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Demystifying MMD GANs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:29.553992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d62984c-ba57-401e-b5eb-02eb0d6c5e55 · outbound

This paper cites Interactive learning of spatial knowledge for text to 3d scene generation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Interactive learning of spatial knowledge for text to 3d scene generation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:52.167619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b35164de-8355-4d30-bd43-14be56af3f1f · outbound

This paper cites Learning spatial knowledge for text to 3d scene generation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Learning spatial knowledge for text to 3d scene generation

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:52.050086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 96f88ccd-3810-415c-9d26-58fe63542d88 · outbound

This paper cites Text to 3D Scene Generation with Rich Lexical Grounding.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Text to 3D Scene Generation with Rich Lexical Grounding

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:19:40.779570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8f35506d-5680-455a-8396-b7e2ad139cfc · outbound

This paper cites SceneSeer: 3D Scene Design with Natural Language.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts SceneSeer: 3D Scene Design with Natural Language

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:30.045818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a5d95a0-3371-48ed-ab82-876ef1b7efc6 · outbound

This paper cites Graph-to-3d: End-to-end generation and ma- nipulation of 3d scenes using scene graphs.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Graph-to-3d: End-to-end generation and ma- nipulation of 3d scenes using scene graphs

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:51.911067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5d4069ab-77a2-41ff-85ba-71c98f653b90 · outbound

This paper cites A Generalization of Transformer Networks to Graphs.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts A Generalization of Transformer Networks to Graphs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:30.264780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac223a77-bf92-46fb-b3a7-b7c1beddb909 · outbound

This paper cites Example-based synthesis of 3d object arrangements.ACM Transactions on Graphics (TOG), 31(6):1–11, 2012.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Example-based synthesis of 3d object arrangements.ACM Transactions on Graphics (TOG), 31(6):1–11, 2012

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:51.753950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 26534d97-b3bb-44a1-9e5a-62065a222403 · outbound

This paper cites 3d-front: 3d furnished rooms with layouts and semantics.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts 3d-front: 3d furnished rooms with layouts and semantics

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:30.617400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5510c5f8-889b-4136-a052-c68abb575bb9 · outbound

This paper cites 3d-future: 3d fur- niture shape with texture.International Journal of Computer Vision, 129:3313–3337, 2021.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts 3d-future: 3d fur- niture shape with texture.International Journal of Computer Vision, 129:3313–3337, 2021

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:51.578560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 49cfa48f-3e85-46ce-aa07-0a50f3ed5953 · outbound

This paper cites Any- home: Open-vocabulary generation of structured and tex- tured 3d homes.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Any- home: Open-vocabulary generation of structured and tex- tured 3d homes

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:51.373830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 14fd86c6-85f3-4021-9f1b-f4dc6a7f6d83 · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:51.204667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 832de0ba-be76-4af1-80a5-ec0b4797f3fe · outbound

This paper cites Generative adversarial nets.Advances in Neural Information Processing Systems, 27, 2014.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Generative adversarial nets.Advances in Neural Information Processing Systems, 27, 2014

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:50.979729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e471c86-163b-4265-9895-680627625365 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.Advances in Neural Information Processing Systems, 30, 2017.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Gans trained by a two time-scale update rule converge to a local nash equilib- rium.Advances in Neural Information Processing Systems, 30, 2017

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:31.068426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6833a0b-108a-4ec7-95da-c63af401e511 · outbound

This paper cites Denoising dif- fusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Denoising dif- fusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:50.749604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bfb39200-1f68-4544-9ee2-f7cde9b4e3b3 · outbound

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

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Mixed Diffusion for 3D Indoor Scene Synthesis

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:31.206906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e37af83d-6262-475a-8483-d8a06d407df4 · outbound

This paper cites Cooperative holistic scene understanding: Unifying 3d object, layout and camera pose estimation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Cooperative holistic scene understanding: Unifying 3d object, layout and camera pose estimation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:50.517485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b0999ff7-08ef-402d-9a97-c98ba60120d6 · outbound

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

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Layoutdm: Discrete diffusion model for controllable layout generation

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:50.374464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1457be7b-6671-40f5-a9ce-0203b995b280 · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:31.631296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e99fd9c-e33f-405f-b0ba-b08e5674bd1f · outbound

This paper cites Learning 3d scene synthesis from annotated rgb-d images.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Learning 3d scene synthesis from annotated rgb-d images

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:50.150042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9c1aaca6-b15e-478b-8f1a-75fd4fac838f · outbound

This paper cites Auto-Encoding Variational Bayes.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Auto-Encoding Variational Bayes

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:31.935128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c06a1f26-a343-453d-9165-298f6dc072c2 · outbound

This paper cites The Role of ImageNet Classes in Fr\'echet Inception Distance.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts The Role of ImageNet Classes in Fr\'echet Inception Distance

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:32.087275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75699712-11c9-46d1-b8cc-b63246320a98 · outbound

This paper cites Sketch-based search and composition of 3d models.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Sketch-based search and composition of 3d models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:49.887920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f06e9fef-4360-47e6-aebd-a93c6927787b · outbound

This paper cites Grains: Generative re- cursive autoencoders for indoor scenes.ACM Transactions on Graphics (TOG), 38(2):1–16, 2019.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Grains: Generative re- cursive autoencoders for indoor scenes.ACM Transactions on Graphics (TOG), 38(2):1–16, 2019

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:49.544006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fee5c3f4-0b75-4aa0-b2db-9ab8235e3f06 · outbound

This paper cites InteriorNet: Mega-scale Multi-sensor Photo-realistic Indoor Scenes Dataset.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts InteriorNet: Mega-scale Multi-sensor Photo-realistic Indoor Scenes Dataset

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:32.626693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdc9f044-faba-4263-a6bc-2d651ff40124 · outbound

This paper cites InstructScene: Instruction-Driven 3D Indoor Scene Synthesis with Semantic Graph Prior.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts InstructScene: Instruction-Driven 3D Indoor Scene Synthesis with Semantic Graph Prior

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:32.761615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b85e397-f6ff-4803-a278-36407bf58b45 · outbound

This paper cites Graph Diffusion Transformers for Multi-Conditional Molecular Generation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Graph Diffusion Transformers for Multi-Conditional Molecular Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:32.889505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a951116-4c51-4a13-b7c2-8a9d702f5e24 · outbound

This paper cites Openshape: Scaling up 3d shape representation towards open-world understanding.Advances in neural information processing systems, 36, 2024.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Openshape: Scaling up 3d shape representation towards open-world understanding.Advances in neural information processing systems, 36, 2024

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:49.258324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 814f5336-8802-40c7-b998-dabeb79287af · outbound

This paper cites Creating consistent scene graphs using a probabilistic grammar.ACM Transactions on Graphics (TOG), 33(6):1–12, 2014.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Creating consistent scene graphs using a probabilistic grammar.ACM Transactions on Graphics (TOG), 33(6):1–12, 2014

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:48.956998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3834bf75-d944-4f75-b95a-9527c32b4484 · outbound

This paper cites Language-driven synthe- sis of 3d scenes from scene databases.ACM Transactions on Graphics (TOG), 37(6):1–16, 2018.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Language-driven synthe- sis of 3d scenes from scene databases.ACM Transactions on Graphics (TOG), 37(6):1–16, 2018

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:33.315953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bca3f7d-1d56-43cf-bc45-c5351352f03d · outbound

This paper cites DeBaRA: Denoising-Based 3D Room Arrangement Generation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts DeBaRA: Denoising-Based 3D Room Arrangement Generation

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:19:40.401353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 97894743-1013-493d-9071-14f9d32de80d · outbound

This paper cites Interactive furniture layout using in- terior design guidelines.ACM transactions on graphics (TOG), 30(4):1–10, 2011.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Interactive furniture layout using in- terior design guidelines.ACM transactions on graphics (TOG), 30(4):1–10, 2011

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:48.772488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5995186b-7884-4560-9db4-5b0b55ec646c · outbound

This paper cites Total3dunderstanding: Joint lay- out, object pose and mesh reconstruction for indoor scenes from a single image.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Total3dunderstanding: Joint lay- out, object pose and mesh reconstruction for indoor scenes from a single image

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:48.658487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8b04d8b0-5b16-4548-8fc0-aa682600148f · outbound

This paper cites Atiss: Autoregres- sive transformers for indoor scene synthesis.Advances in Neural Information Processing Systems, 34:12013–12026,.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Atiss: Autoregres- sive transformers for indoor scene synthesis.Advances in Neural Information Processing Systems, 34:12013–12026,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:33.917801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33ec0c6c-fe45-41a9-a595-3d3bc0a02c33 · outbound

This paper cites Advances in data-driven analysis and synthesis of 3d indoor scenes.Com- put.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Advances in data-driven analysis and synthesis of 3d indoor scenes.Com- put

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:48.503384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0ecd4353-8f94-4ffd-9c79-7594d8134058 · outbound

This paper cites Scalable diffusion models with transformers.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Scalable diffusion models with transformers

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:34.217878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75166768-4bff-4268-a86f-0913315a4734 · outbound

This paper cites Film: Visual reasoning with a general conditioning layer.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Film: Visual reasoning with a general conditioning layer

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:48.375460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8c59b0eb-22eb-42d8-aa23-602d5de7dc45 · outbound

This paper cites Sparse Training of Discrete Diffusion Models for Graph Generation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Sparse Training of Discrete Diffusion Models for Graph Generation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:34.448227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 751c58ff-3861-45c4-951a-29b27ca07b23 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Learning transferable visual models from natural language supervi- sion

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:34.588642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bc82164-6149-417d-a088-2bb5e8110043 · outbound

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

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Fast and flex- ible indoor scene synthesis via deep convolutional genera- tive models

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:48.210133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d6136594-77f6-49fc-88a5-68281f69d279 · outbound

This paper cites U- net: Convolutional networks for biomedical image segmen- tation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts U- net: Convolutional networks for biomedical image segmen- tation

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:48.017745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3407d5dc-fe43-43df-b302-41e0ce946625 · outbound

This paper cites Real-time automatic 3d scene generation from natural language voice and text de- scriptions.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Real-time automatic 3d scene generation from natural language voice and text de- scriptions

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:35.070191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87a30668-9a5a-4218-91c3-068919f0b0ef · outbound

This paper cites Magic canvas: interactive design of a 3-d scene prototype from freehand sketches.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Magic canvas: interactive design of a 3-d scene prototype from freehand sketches

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:47.843880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b3286cca-d281-48af-bbc1-390b87829052 · outbound

This paper cites Semantic scene com- pletion from a single depth image.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Semantic scene com- pletion from a single depth image

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:35.352321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e245162-de71-41c9-8a0c-8f5ad9386854 · outbound

This paper cites Generative modeling by esti- mating gradients of the data distribution.Advances in neural information processing systems, 32, 2019.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Generative modeling by esti- mating gradients of the data distribution.Advances in neural information processing systems, 32, 2019

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:47.683809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 66b6b0d5-1deb-4e0f-a262-691ebce126bc · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Score-Based Generative Modeling through Stochastic Differential Equations

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:35.583572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 257fd3e1-fc91-405e-8802-9bcf680727ae · outbound

This paper cites Diffuscene: Denoising diffu- sion models for generative indoor scene synthesis.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Diffuscene: Denoising diffu- sion models for generative indoor scene synthesis

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:47.504824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6c310bf8-2c59-4649-8b8b-5592bb5c3704 · outbound

This paper cites DiGress: Discrete Denoising diffusion for graph generation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts DiGress: Discrete Denoising diffusion for graph generation

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:35.843845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ad70fe9-4b5d-4606-9d7a-7b27112b60a1 · outbound

This paper cites Midi: Mixed graph and 3d denoising diffusion for molecule generation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Midi: Mixed graph and 3d denoising diffusion for molecule generation

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:47.296638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d774fc88-d014-452d-89f0-c20ec4fa8bc8 · outbound

This paper cites Deep convolutional priors for indoor scene syn- thesis.ACM Transactions on Graphics (TOG), 37(4):1–14,.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Deep convolutional priors for indoor scene syn- thesis.ACM Transactions on Graphics (TOG), 37(4):1–14,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:47.190965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2babad0c-f5ed-42bb-a827-59739ff62bfb · outbound

This paper cites Planit: Planning and in- stantiating indoor scenes with relation graph and spatial prior networks.ACM Transactions on Graphics (TOG), 38(4):1– 15, 2019.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Planit: Planning and in- stantiating indoor scenes with relation graph and spatial prior networks.ACM Transactions on Graphics (TOG), 38(4):1– 15, 2019

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:46.984657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2ce362b8-11aa-4a34-b235-5d021a4cc347 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models.Advances in neural information processing systems, 35:24824–24837, 2022.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Chain-of-thought prompting elicits reasoning in large lan- guage models.Advances in neural information processing systems, 35:24824–24837, 2022

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:46.844779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 102bcffe-2bca-4385-bd77-c4fe4ecfa888 · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:46.644529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 57a48406-8021-4c9e-ae5b-3b8e84bf6948 · outbound

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

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Constraint- based automatic placement for scene composition

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:46.456307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 09792871-1191-4814-a3b9-d9d933c10a42 · outbound

This paper cites Sketch2scene: Sketch-based co-retrieval and co- placement of 3d models.ACM Transactions on Graphics (TOG), 32(4):1–15, 2013.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Sketch2scene: Sketch-based co-retrieval and co- placement of 3d models.ACM Transactions on Graphics (TOG), 32(4):1–15, 2013

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:46.294031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 40dfe88b-ad2a-4a62-885a-b7ebaab55fd9 · outbound

This paper cites Scene synthesis via uncertainty-driven attribute syn- chronization.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Scene synthesis via uncertainty-driven attribute syn- chronization

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:46.124041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d6b8d641-eab3-46f3-b83f-174ec703f82b · outbound

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

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Indoor scene generation from a collection of semantic- segmented depth images

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:45.915845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0ecd6763-147b-46c2-b9d0-d344a3f1ae7a · outbound

This paper cites Physcene: Physically interactable 3d scene synthe- sis for embodied ai.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Physcene: Physically interactable 3d scene synthe- sis for embodied ai

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:45.680393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2f530654-d551-498f-886e-dd4c8679970b · outbound

This paper cites Holodeck: Language guided gen- eration of 3d embodied ai environments.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Holodeck: Language guided gen- eration of 3d embodied ai environments

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:45.474147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 50e70329-a195-44f0-946b-03cdb17b7f41 · outbound

This paper cites Make it home: automatic optimization of furniture arrangement.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Make it home: automatic optimization of furniture arrangement

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:45.262087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 429bfb1f-6dbc-46bf-b9bd-50db50ee64e7 · outbound

This paper cites The clutterpalette: An interactive tool for detailing indoor scenes.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts The clutterpalette: An interactive tool for detailing indoor scenes

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:45.037185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ac0b0621-250a-4bab-92be-8f84521f78b1 · outbound

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

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Echoscene: Indoor scene generation via information echo over scene graph diffusion

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:44.830314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b41e827f-e531-41c1-aa1c-f6e3f9d6126b · outbound

This paper cites Commonscenes: Generating commonsense 3d indoor scenes with scene graphs.Advances in Neural Information Process- ing Systems, 36, 2024.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Commonscenes: Generating commonsense 3d indoor scenes with scene graphs.Advances in Neural Information Process- ing Systems, 36, 2024

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:44.640356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 73ebaaeb-6315-4063-9155-81a53d2ca0e1 · outbound

This paper cites Fast 3d indoor scene synthesis by learning spatial relation priors of objects.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Fast 3d indoor scene synthesis by learning spatial relation priors of objects

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:44.448439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7d7dedd6-05fe-41fd-9a8d-b5ae1f285130 · outbound

This paper cites Deep generative modeling for scene synthesis via hybrid represen- tations.ACM Transactions on Graphics (TOG), 39(2):1–21,.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Deep generative modeling for scene synthesis via hybrid represen- tations.ACM Transactions on Graphics (TOG), 39(2):1–21,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:44.229519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 881b2599-07c1-4e49-956f-c7b1dea32757 · outbound

This paper cites Scenegraphnet: Neural message passing for 3d indoor scene augmentation.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Scenegraphnet: Neural message passing for 3d indoor scene augmentation

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:43.986595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4532c88b-ed9b-48f4-bd87-1d3c58ffadd2 · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:43.517628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 67950896-69fb-4ef5-9687-9922b0a6cc43 · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:43.312614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c511fc98-cc8a-4146-bd94-929b9d1a8db1 · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:43.110198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 28997f02-99de-454f-a0a7-333003df816f · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:42.872391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ad7cdb7c-9919-48b0-9e36-bf5a0e960aef · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:42.627959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 37f5dacc-08d9-4378-bcb4-4d90141ae889 · outbound

This paper cites A wardrobe is added to the right of the bed.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts A wardrobe is added to the right of the bed

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:42.324304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 329f4bfb-39f6-43bf-8d2a-852c59e6aecf · outbound

This paper cites [[0, 6, 1], [2, 6, 0]].

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts [[0, 6, 1], [2, 6, 0]]

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:42.062107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2f51bdb-b428-4c62-a0a6-c6d3d0699a0f · outbound

This paper cites there is a [color and texture] [obj_name] on the left of a [color and texture] [obj_name],and a [color andtexture][obj_name]ontherightofthe[colorandtexture][obj_name].

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts there is a [color and texture] [obj_name] on the left of a [color and texture] [obj_name],and a [color andtexture][obj_name]ontherightofthe[colorandtexture][obj_name]

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:41.804888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bf184b58-6eb1-4593-a4aa-323c4f80b9ba · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:41.544027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f3d4ba65-81f5-447d-be1d-3a97a95022c4 · outbound

This paper cites an unresolved cited work.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:19:41.267813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3e093912-1769-479c-a0eb-3a2d1d0abef0 · outbound

This paper cites eg:object0nightstandisleftof(relationship1)theobject1[obj_name] ,triple:[0,1,1].

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts eg:object0nightstandisleftof(relationship1)theobject1[obj_name] ,triple:[0,1,1]

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:41.050306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bbc9ffdc-b933-4bd9-835c-41cb97f2f786 · outbound

This paper cites Implementation Details A.1.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts Implementation Details A.1

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:19:43.709279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers