AI-powered Contextual 3D Environment Generation: A Systematic Review | Paper Citation Record

Observation 45b1efc5-f414-4a68-8644-e483a250715e · outbound

This paper cites A survey on procedural modelling for virtual worlds.

AI-powered Contextual 3D Environment Generation: A Systematic Review A survey on procedural modelling for virtual worlds

Reference 1

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Observation d1dc12f8-665a-45c3-99c8-84a172bfeed7 · outbound

This paper cites Deep learning- based 3D reconstruction: a survey.

AI-powered Contextual 3D Environment Generation: A Systematic Review Deep learning- based 3D reconstruction: a survey

Reference 2

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Observation ea9acebb-36f1-4a05-8db5-58ef41e20d8e · outbound

This paper cites Procedural content generation via machine learning (PCGML).

AI-powered Contextual 3D Environment Generation: A Systematic Review Procedural content generation via machine learning (PCGML)

Reference 3

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This paper cites 3D-LLM: Injecting the 3D World into Large Language Models.

AI-powered Contextual 3D Environment Generation: A Systematic Review 3D-LLM: Injecting the 3D World into Large Language Models

Reference 4

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This paper cites Text2Room: Extracting Textured 3D Meshes from 2D Text-to-Image Models.

AI-powered Contextual 3D Environment Generation: A Systematic Review Text2Room: Extracting Textured 3D Meshes from 2D Text-to-Image Models

Reference 5

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Observation 39be8cc0-e430-4709-8894-2b7bad1c3b7c · outbound

This paper cites RealmDreamer: Text-Driven 3D Scene Generation with Inpainting and Depth Diffusion.

AI-powered Contextual 3D Environment Generation: A Systematic Review RealmDreamer: Text-Driven 3D Scene Generation with Inpainting and Depth Diffusion

Reference 6

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Observation 09cb3e0e-1c2c-4abb-9260-ea8e6ba87747 · outbound

This paper cites The PRISMA 2020 statement: an updated guideline for reporting systematic reviews.

AI-powered Contextual 3D Environment Generation: A Systematic Review The PRISMA 2020 statement: an updated guideline for reporting systematic reviews

Reference 7

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This paper cites Edify 3D: Scalable High-Quality 3D Asset Generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review Edify 3D: Scalable High-Quality 3D Asset Generation

Reference 8

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This paper cites NeRF-IS: Explicit Neural Radi- ance Fields in Semantic Space.

AI-powered Contextual 3D Environment Generation: A Systematic Review NeRF-IS: Explicit Neural Radi- ance Fields in Semantic Space

Reference 10

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Observation a1996653-12e7-4f5b-8244-079a2f44fa58 · outbound

This paper cites V AIDE: Virtual AI Designer for Web3D Exhibition Layout Creation.

AI-powered Contextual 3D Environment Generation: A Systematic Review V AIDE: Virtual AI Designer for Web3D Exhibition Layout Creation

Reference 11

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Observation e2383a6c-a368-4e2a-a409-0d6436dd117d · outbound

This paper cites SPAGHETTI: editing implicit shapes through part aware generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review SPAGHETTI: editing implicit shapes through part aware generation

Reference 12

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Observation 549e0873-4414-42c3-98a0-8f3d6a47b7ba · outbound

This paper cites Generative Terrain Authoring with Mid-air Hand Sketching in Virtual Reality.

AI-powered Contextual 3D Environment Generation: A Systematic Review Generative Terrain Authoring with Mid-air Hand Sketching in Virtual Reality

Reference 13

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Observation 1cfb5eed-96e9-4cf6-b02a-dc9ecd0dd809 · outbound

This paper cites SP-GAN: sphere-guided 3D shape generation and manipulation.

AI-powered Contextual 3D Environment Generation: A Systematic Review SP-GAN: sphere-guided 3D shape generation and manipulation

Reference 14

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Observation af7325ec-571f-4026-9b35-346d7e64d32d · outbound

This paper cites Creating and Experiencin 3D Im- mersion Using Generative 2D Diffusion: An Integrated Framework.

AI-powered Contextual 3D Environment Generation: A Systematic Review Creating and Experiencin 3D Im- mersion Using Generative 2D Diffusion: An Integrated Framework

Reference 16

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Observation 6f7cc042-a43b-44b5-8245-582c9f7c915c · outbound

This paper cites LLMR: Real-time Prompting of Interactive Worlds using Large Language Models.

AI-powered Contextual 3D Environment Generation: A Systematic Review LLMR: Real-time Prompting of Interactive Worlds using Large Language Models

Reference 17

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Observation 54a07cf4-0b60-4a76-bb16-290bc62e9623 · outbound

This paper cites NeuralField-LDM: Scene Generation with Hierarchical Latent Diffusion Mod- els.

AI-powered Contextual 3D Environment Generation: A Systematic Review NeuralField-LDM: Scene Generation with Hierarchical Latent Diffusion Mod- els

Reference 18

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Observation 1d7d0bc8-afea-4031-a9b4-35e9c5549c8b · outbound

This paper cites SceneHGN: Hierarchical Graph Net- works for 3D Indoor Scene Generation With Fine- Grained Geometry.

AI-powered Contextual 3D Environment Generation: A Systematic Review SceneHGN: Hierarchical Graph Net- works for 3D Indoor Scene Generation With Fine- Grained Geometry

Reference 22

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Observation bda1a2fd-4a9d-4d74-a44c-92c597ccfd3d · outbound

This paper cites iControl3D: An Interactive System for Controllable 3D Scene Generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review iControl3D: An Interactive System for Controllable 3D Scene Generation

Reference 24

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Observation 121bcb83-08fa-4f99-a379-a55b6aefcdbd · outbound

This paper cites MemoVis: A GenAI-Powered Tool for Creating Companion Reference Images for 3D Design Feedback.

AI-powered Contextual 3D Environment Generation: A Systematic Review MemoVis: A GenAI-Powered Tool for Creating Companion Reference Images for 3D Design Feedback

Reference 25

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Observation 68abad83-ef73-4eca-81d3-a0510076f892 · outbound

This paper cites ProteusNeRF: Fast Lightweight NeRF Editing using 3D-Aware Image Context.

AI-powered Contextual 3D Environment Generation: A Systematic Review ProteusNeRF: Fast Lightweight NeRF Editing using 3D-Aware Image Context

Reference 26

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Observation f820ea7d-9d3b-453d-9575-b11e8dc39647 · outbound

This paper cites A Multi-Stage Advanced Deep Learning Graphics Pipeline.

AI-powered Contextual 3D Environment Generation: A Systematic Review A Multi-Stage Advanced Deep Learning Graphics Pipeline

Reference 28

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Observation 73a5ec03-3325-4d38-8140-7782bee940b3 · outbound

This paper cites A Survey on Generative Adversarial Networks: Variants, Appli- cations, and Training.

AI-powered Contextual 3D Environment Generation: A Systematic Review A Survey on Generative Adversarial Networks: Variants, Appli- cations, and Training

Reference 30

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Observation 740bfc98-8aa9-48c4-a7cc-3d6522c8545c · outbound

This paper cites A Neural Space-Time Represen- tation for Text-to-Image Personalization.

AI-powered Contextual 3D Environment Generation: A Systematic Review A Neural Space-Time Represen- tation for Text-to-Image Personalization

Reference 33

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Observation 78db6bc9-0065-4c6c-a2c8-bb81476dc0f0 · outbound

This paper cites Artin- ter: AI-powered Boundary Objects for Commission- ing Visual Arts.

AI-powered Contextual 3D Environment Generation: A Systematic Review Artin- ter: AI-powered Boundary Objects for Commission- ing Visual Arts

Reference 34

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Observation 680f8b81-b711-4d36-bdfa-76bc8e20cd2d · outbound

This paper cites Autoencoder-Based Collaborative Attention GAN for Multi-Modal Image Synthesis.

AI-powered Contextual 3D Environment Generation: A Systematic Review Autoencoder-Based Collaborative Attention GAN for Multi-Modal Image Synthesis

Reference 35

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Observation f2e10cd7-1f0f-432d-8909-3c03b2a911c6 · outbound

This paper cites FIND: Fine-tuning Initial Noise Distribution with Policy Optimization for Diffusion Models.

AI-powered Contextual 3D Environment Generation: A Systematic Review FIND: Fine-tuning Initial Noise Distribution with Policy Optimization for Diffusion Models

Reference 36

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Observation eb5fb1f9-8ab0-4006-8a05-3b2a1db1ee4e · outbound

This paper cites ConceptLab: Creative Concept Generation using VLM-Guided Diffusion Prior Con- straints.

AI-powered Contextual 3D Environment Generation: A Systematic Review ConceptLab: Creative Concept Generation using VLM-Guided Diffusion Prior Con- straints

Reference 37

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Observation 8859a2a6-cd49-4994-b72c-2594e9df32d9 · outbound

This paper cites GeoLatent: A Geometric Approach to Latent Space Design for Deformable Shape Gen- erators.

AI-powered Contextual 3D Environment Generation: A Systematic Review GeoLatent: A Geometric Approach to Latent Space Design for Deformable Shape Gen- erators

Reference 38

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Observation 74cccdcf-238a-4c2e-bb75-9fc7a1c15d10 · outbound

This paper cites Sat2Scene: 3D Urban Scene Gen- eration from Satellite Images with Diffusion.

AI-powered Contextual 3D Environment Generation: A Systematic Review Sat2Scene: 3D Urban Scene Gen- eration from Satellite Images with Diffusion

Reference 39

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Observation 02c9f01b-a7af-4283-a22a-9aec7fd366db · outbound

This paper cites Synthesizing Indoor Scene Layouts in Complicated Architecture Using Dynamic Convolution Networks.

AI-powered Contextual 3D Environment Generation: A Systematic Review Synthesizing Indoor Scene Layouts in Complicated Architecture Using Dynamic Convolution Networks

Reference 40

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This paper cites DG3D: Generating High Quality 3D Textured Shapes by Learning to Discriminate Multi- Modal Diffusion-Renderings.

AI-powered Contextual 3D Environment Generation: A Systematic Review DG3D: Generating High Quality 3D Textured Shapes by Learning to Discriminate Multi- Modal Diffusion-Renderings

Reference 41

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AI-powered Contextual 3D Environment Generation: A Systematic Review 3DP3: 3D Scene Perception via Probabilistic Programming

Reference 42

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Observation db8dbe5e-30c6-41e5-8d33-92333ec49a12 · outbound

This paper cites Sparse Query Dense: Enhanc- ing 3D Object Detection with Pseudo Points.

AI-powered Contextual 3D Environment Generation: A Systematic Review Sparse Query Dense: Enhanc- ing 3D Object Detection with Pseudo Points

Reference 43

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AI-powered Contextual 3D Environment Generation: A Systematic Review rlty2rlty: Transitioning Between Realities with Gen- erative AI

Reference 46

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Observation 1b94db70-ab8e-42c6-8812-4fd481aac915 · outbound

This paper cites SinGRAF: Learning a 3D Gen- erative Radiance Field for a Single Scene.

AI-powered Contextual 3D Environment Generation: A Systematic Review SinGRAF: Learning a 3D Gen- erative Radiance Field for a Single Scene

Reference 48

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Observation ddb8f1bb-a425-4599-b8f8-f1cec4cd9f3a · outbound

This paper cites RIP-NeRF: Learning Rotation- Invariant Point-based Neural Radiance Field for Fine- grained Editing and Compositing.

AI-powered Contextual 3D Environment Generation: A Systematic Review RIP-NeRF: Learning Rotation- Invariant Point-based Neural Radiance Field for Fine- grained Editing and Compositing

Reference 49

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Observation a7478d4a-bc67-45f7-a155-c6ed453d699d · outbound

This paper cites In- teractive Latent Variable Evolution for the Generation of Minecraft Structures.

AI-powered Contextual 3D Environment Generation: A Systematic Review In- teractive Latent Variable Evolution for the Generation of Minecraft Structures

Reference 50

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Observation 7d552ec0-cf32-462f-8098-ddcf94b78114 · outbound

This paper cites World-GAN: a Generative Model for Minecraft Worlds.

AI-powered Contextual 3D Environment Generation: A Systematic Review World-GAN: a Generative Model for Minecraft Worlds

Reference 51

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Observation 786f7a51-a8f2-494b-a4d2-92b14dc725e2 · outbound

This paper cites CLIP-Mesh: Generat- ing textured meshes from text using pretrained image- text models.

AI-powered Contextual 3D Environment Generation: A Systematic Review CLIP-Mesh: Generat- ing textured meshes from text using pretrained image- text models

Reference 53

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Observation 70ac4a88-426a-4ee0-b6ae-9f76c5ec0258 · outbound

This paper cites VRCopilot: Authoring 3D Layouts with Generative AI Models in VR.

AI-powered Contextual 3D Environment Generation: A Systematic Review VRCopilot: Authoring 3D Layouts with Generative AI Models in VR

Reference 54

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Observation 1681b52c-3082-4a37-8abe-33e6004c9211 · outbound

This paper cites WorldSmith: Iterative and Expressive Prompting for World Building with a Generative AI.

AI-powered Contextual 3D Environment Generation: A Systematic Review WorldSmith: Iterative and Expressive Prompting for World Building with a Generative AI

Reference 55

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Observation 87c66b33-add0-4c76-8ca8-ed8c57257fb5 · outbound

This paper cites Generating and Integrating Dif- fusion Model-Based Panoramic Views for Virtual In- terview Platform.

AI-powered Contextual 3D Environment Generation: A Systematic Review Generating and Integrating Dif- fusion Model-Based Panoramic Views for Virtual In- terview Platform

Reference 56

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Observation a4247c26-b94f-4653-b3ad-7c69700c33bb · outbound

This paper cites BlockFusion: Expandable 3D Scene Generation using Latent Tri-plane Extrapola- tion.

AI-powered Contextual 3D Environment Generation: A Systematic Review BlockFusion: Expandable 3D Scene Generation using Latent Tri-plane Extrapola- tion

Reference 58

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Observation 6c7f086d-0d57-4b36-944c-2a66e2bb5b25 · outbound

This paper cites L-MAGIC: Language Model As- sisted Generation of Images with Coherence.

AI-powered Contextual 3D Environment Generation: A Systematic Review L-MAGIC: Language Model As- sisted Generation of Images with Coherence

Reference 59

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Observation 4d7cc215-bcb9-469f-8a27-d1d1ddb8dd25 · outbound

This paper cites iNVS: Repurposing Diffusion In- painters for Novel View Synthesis.

AI-powered Contextual 3D Environment Generation: A Systematic Review iNVS: Repurposing Diffusion In- painters for Novel View Synthesis

Reference 60

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Observation c914225a-3526-42e1-9cc6-063ec8565793 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review WorldGen: A Large Scale Generative Simulator

Reference 61

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Observation 80e94ce1-f1a9-4f05-b075-18811f34f12a · outbound

This paper cites ShapeCoder: Discovering Abstractions for Visual Programs from Unstructured Primitives.

AI-powered Contextual 3D Environment Generation: A Systematic Review ShapeCoder: Discovering Abstractions for Visual Programs from Unstructured Primitives

Reference 62

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Observation 6a92cdea-a5d1-41de-80c2-b7a24bd74ce9 · outbound

This paper cites Assessing the Utility of GAN-Generated 3D Virtual Desert Terrain: A User- Centric Evaluation of Immersion and Realism.

AI-powered Contextual 3D Environment Generation: A Systematic Review Assessing the Utility of GAN-Generated 3D Virtual Desert Terrain: A User- Centric Evaluation of Immersion and Realism

Reference 63

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Observation 16453975-fe61-494a-9986-6c941369b8c8 · outbound

This paper cites LART: Neural Correspondence Learning with Latent Regularization Transformer for 3D Motion Transfer.

AI-powered Contextual 3D Environment Generation: A Systematic Review LART: Neural Correspondence Learning with Latent Regularization Transformer for 3D Motion Transfer

Reference 65

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Observation 478c7034-57de-40c8-ac20-2acd143c8b12 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review DreamUp3D: Object-Centric Genera- tive Models for Single-View 3D Scene Understanding and Real-to-Sim Transfer

Reference 66

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Observation 290be1b0-a510-47b9-bb96-01d1d2ae3a18 · outbound

This paper cites CLAY: A Controllable Large- scale Generative Model for Creating High-quality 3D Assets.

AI-powered Contextual 3D Environment Generation: A Systematic Review CLAY: A Controllable Large- scale Generative Model for Creating High-quality 3D Assets

Reference 67

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This paper cites MultiCAD: Contrastive Represen- tation Learning for Multi-modal 3D Computer-Aided Design Models.

AI-powered Contextual 3D Environment Generation: A Systematic Review MultiCAD: Contrastive Represen- tation Learning for Multi-modal 3D Computer-Aided Design Models

Reference 68

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Observation d0842b1c-8c00-4116-a87b-0ce74bb6ed0d · outbound

This paper cites 360° Reconstruction From a Single Image Using Space Carved Outpainting.

AI-powered Contextual 3D Environment Generation: A Systematic Review 360° Reconstruction From a Single Image Using Space Carved Outpainting

Reference 70

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Observation cb373103-e95e-4777-9b84-9ad3a97eddf3 · outbound

This paper cites Cross-modal 3D Shape Gener- ation and Manipulation.

AI-powered Contextual 3D Environment Generation: A Systematic Review Cross-modal 3D Shape Gener- ation and Manipulation

Reference 71

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Observation acf5f2bd-b050-4957-a69e-ad2dcdcbf757 · outbound

This paper cites ChartPointFlow for Topology-Aware 3D Point Cloud Generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review ChartPointFlow for Topology-Aware 3D Point Cloud Generation

Reference 72

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AI-powered Contextual 3D Environment Generation: A Systematic Review Elevating Perception: Unified Recognition Framework and Vision-Language Pre- Training Using Three-Dimensional Image Reconstruc- tion

Reference 74

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Observation 0bfbe79a-4985-48a4-ae94-df923241f637 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review Self-Supervised Learning on 3D Point Clouds by Learning Discrete Generative Models

Reference 75

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Observation c191d884-a6d5-4341-b21c-b76bae27497d · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review EASI-Tex: Edge-Aware Mesh Texturing from Single Image

Reference 76

Resolution: verified exact; doi, observed 2026-08-07T10:29:44.362722Z

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Observation 336fe3c0-29e8-4fcb-a127-2c02f241e289 · outbound

This paper cites F-3DGS: Factorized Coordinates and Representations for 3D Gaussian Splatting.

AI-powered Contextual 3D Environment Generation: A Systematic Review F-3DGS: Factorized Coordinates and Representations for 3D Gaussian Splatting

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.634131Z

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AI-powered Contextual 3D Environment Generation: A Systematic Review 3DShape2VecSet: A 3D Shape Rep- resentation for Neural Fields and Generative Diffusion Models

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.646976Z

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Observation 5dfbae4d-e6e6-4b82-9b1f-1cf3f65693b3 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review HyperDreamer: Hyper-Realistic 3D Content Generation and Editing from a Single Image

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.656099Z

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Observation 84126f76-fe78-4b0a-b3f2-46c3b3803496 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review An End-to-End Conditional Generative Adversarial Network Based on Depth Map for 3D Craniofacial Reconstruction

Reference 80

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Observation 2893f613-324e-4c72-8d3d-68cb44679ef0 · outbound

This paper cites Object-centric Learning with Capsule Networks: A Survey.

AI-powered Contextual 3D Environment Generation: A Systematic Review Object-centric Learning with Capsule Networks: A Survey

Reference 81

Resolution: verified exact; doi, observed 2026-08-07T10:29:44.339238Z

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Observation b88f2a24-19d3-412b-b0d1-83a5d1b41d4e · outbound

This paper cites Learning to Gen- erate 3D Shapes from a Single Example.

AI-powered Contextual 3D Environment Generation: A Systematic Review Learning to Gen- erate 3D Shapes from a Single Example

Reference 82

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Observation e77d4f67-53db-4897-afd5-caad8340285d · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review Text-Free Controllable 3-D Point Cloud Generation

Reference 83

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T10:29:47.106821Z

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Observation 71d483b7-6a85-46dc-aee0-6a48e14242bd · outbound

This paper cites A Study on V oxel Shape Generation and Reconstruction with VQ-V AE- 2.

AI-powered Contextual 3D Environment Generation: A Systematic Review A Study on V oxel Shape Generation and Reconstruction with VQ-V AE- 2

Reference 84

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T10:29:47.018301Z

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Observation b1eedd0c-b4af-4007-9555-39803a53ff77 · outbound

This paper cites Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowl- edge Distillation.

AI-powered Contextual 3D Environment Generation: A Systematic Review Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowl- edge Distillation

Reference 85

Resolution: malformed identifier; no resolver link, observed 2026-08-07T10:29:43.725171Z

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Observation db81ada3-9e58-4887-84b0-b4db1f7f59b0 · outbound

This paper cites Text-to-3D Generative AI on Mobile Devices: Measurements and Optimizations.

AI-powered Contextual 3D Environment Generation: A Systematic Review Text-to-3D Generative AI on Mobile Devices: Measurements and Optimizations

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.776166Z

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Observation 54cb3510-df53-41fe-ae1e-d0c3196b07ac · outbound

This paper cites RelScene: A Benchmark and base- line for Spatial Relations in text-driven 3D Scene Generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review RelScene: A Benchmark and base- line for Spatial Relations in text-driven 3D Scene Generation

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.785182Z

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Observation ef93d9ee-0595-4bac-a01b-ca985c2199ec · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review CAD Translator: An Effective Drive for Text to 3D Parametric Computer-Aided Design Generative Modeling

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.794221Z

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Unavailable: canonical work link unavailable.

Observation 482e22ac-82a7-460a-aad6-b72d4a628555 · outbound

This paper cites ImageBind3D: Image as Binding Step for Controllable 3D Generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review ImageBind3D: Image as Binding Step for Controllable 3D Generation

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.802716Z

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Observation 12bfaba7-eac9-42b8-8b34-d3ed130ef188 · outbound

This paper cites DreamLCM: Towards High Quality Text-to-3D Generation via Latent Consistency Model.

AI-powered Contextual 3D Environment Generation: A Systematic Review DreamLCM: Towards High Quality Text-to-3D Generation via Latent Consistency Model

Reference 94

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Observation 9e9c75ae-e6d4-4ec6-b244-53af6d61a229 · outbound

This paper cites Dream Mesh: A Speech-to-3D Model Generative Pipeline in Mixed Reality.

AI-powered Contextual 3D Environment Generation: A Systematic Review Dream Mesh: A Speech-to-3D Model Generative Pipeline in Mixed Reality

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.826519Z

Source-reported events for the cited work

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Observation cc4ae632-c20b-4038-a558-2efcb008b305 · outbound

This paper cites PlacidDreamer: Advancing Har- mony in Text-to-3D Generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review PlacidDreamer: Advancing Har- mony in Text-to-3D Generation

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.843820Z

Source-reported events for the cited work

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Observation 7a9e00be-e4ab-4b6d-a1c6-2b5c0c606d15 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review Text2VRScene: Exploring the Framework of Automated Text-driven Generation Sys- tem for VR Experience

Reference 97

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Observation 769f4295-9bda-4857-a8bd-7471879cc17f · outbound

This paper cites Prompt Engineering for X3D Object Creation with LLMs.

AI-powered Contextual 3D Environment Generation: A Systematic Review Prompt Engineering for X3D Object Creation with LLMs

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.861458Z

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Observation 99b8ff4d-268d-4b90-b187-4090a64828b3 · outbound

This paper cites Sketch3D: Style- Consistent Guidance for Sketch-to-3D Generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review Sketch3D: Style- Consistent Guidance for Sketch-to-3D Generation

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.874159Z

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Observation 3834e16c-05ea-4b51-912b-235087725b58 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review SpaceBlender: Creating Context- Rich Collaborative Spaces Through Generative 3D Scene Blending

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.879250Z

Source-reported events for the cited work

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Observation 98501fd6-f463-4206-9747-dbba734756f8 · outbound

This paper cites Knowl- edge Generation Pipeline using LLM for Building 3D Object Knowledge Base.

AI-powered Contextual 3D Environment Generation: A Systematic Review Knowl- edge Generation Pipeline using LLM for Building 3D Object Knowledge Base

Reference 101

Resolution: verified exact; raw_fallback, observed 2026-08-07T10:29:46.195192Z

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Observation 465dcd1e-c640-4726-ab18-8426162c76fe · outbound

This paper cites ControlStyle: Text-Driven Styl- ized Image Generation Using Diffusion Priors.

AI-powered Contextual 3D Environment Generation: A Systematic Review ControlStyle: Text-Driven Styl- ized Image Generation Using Diffusion Priors

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.889539Z

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Observation 573ddb7c-7b6a-4fde-9047-a066bdc5515a · outbound

This paper cites ControlMat: A Controlled Generative Approach to Material Capture.

AI-powered Contextual 3D Environment Generation: A Systematic Review ControlMat: A Controlled Generative Approach to Material Capture

Reference 103

Resolution: verified exact; doi, observed 2026-08-07T10:29:44.324063Z

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Observation db40e904-c449-49e3-8792-904325a84dc0 · outbound

This paper cites Diffusion Texture Painting.

AI-powered Contextual 3D Environment Generation: A Systematic Review Diffusion Texture Painting

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.899681Z

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Observation 63ac7ecf-9b17-48d4-b8a5-552872f09d42 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review MatFormer: a generative model for procedural materials

Reference 105

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.904681Z

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Observation d068e563-c066-4678-9fed-fbb6bdfec7cf · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review MaPa: Text-driven Photoreal- istic Material Painting for 3D Shapes

Reference 106

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.909150Z

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Observation e66b17fd-a5e6-4637-9b50-3aaa8966f311 · outbound

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AI-powered Contextual 3D Environment Generation: A Systematic Review PhotoMat: A Material Generator Learned from Single Flash Photos

Reference 107

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.913553Z

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Unavailable: canonical work link unavailable.

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AI-powered Contextual 3D Environment Generation: A Systematic Review Large Language and Text-to-3D Models for Engineer- ing Design Optimization

Reference 108

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Unavailable: canonical work link unavailable.

Observation cd9b2d49-5724-4f23-9309-6e32aff584ad · outbound

This paper cites FloorGAN: Generative Net- work for Automated Floor Layout Generation.

AI-powered Contextual 3D Environment Generation: A Systematic Review FloorGAN: Generative Net- work for Automated Floor Layout Generation

Reference 109

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.922550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 610de5ab-8a0f-4e6d-8c93-91db75190406 · outbound

This paper cites Automated video editing based on learned styles using LSTM-GAN.

AI-powered Contextual 3D Environment Generation: A Systematic Review Automated video editing based on learned styles using LSTM-GAN

Reference 110

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T10:29:45.738912Z

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Observation 00f74d59-d106-4b49-abd1-a44dc4639d2b · outbound

This paper cites TexPainter: Generative Mesh Texturing with Multi-view Consistency.

AI-powered Contextual 3D Environment Generation: A Systematic Review TexPainter: Generative Mesh Texturing with Multi-view Consistency

Reference 111

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.933295Z

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Observation 013fe6fc-9676-4e17-a11e-f3da29301da7 · outbound

This paper cites ThemeStation: Generating Theme-Aware 3D Assets from Few Exemplars.

AI-powered Contextual 3D Environment Generation: A Systematic Review ThemeStation: Generating Theme-Aware 3D Assets from Few Exemplars

Reference 112

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.938916Z

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Observation 4ff35044-537c-40a3-b0e9-5cd3c5ab7683 · outbound

This paper cites VDAM: V AE based domain adap- tation for cloud property retrieval from multi-satellite data.

AI-powered Contextual 3D Environment Generation: A Systematic Review VDAM: V AE based domain adap- tation for cloud property retrieval from multi-satellite data

Reference 113

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T10:29:45.631626Z

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Observation b946eb8b-3637-4b1e-8786-ce65c89eba2d · outbound

This paper cites Cascade Variational Auto-Encoder for Hierarchical Disentanglement.

AI-powered Contextual 3D Environment Generation: A Systematic Review Cascade Variational Auto-Encoder for Hierarchical Disentanglement

Reference 114

Resolution: malformed identifier; no resolver link, observed 2026-08-07T10:29:43.949622Z

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Observation 53f8e540-35ad-4acd-9dd2-106eab4d4eca · outbound

This paper cites Automated Testing of Graphics Units by Deep-Learning Detection of Vi- sual Anomalies.

AI-powered Contextual 3D Environment Generation: A Systematic Review Automated Testing of Graphics Units by Deep-Learning Detection of Vi- sual Anomalies

Reference 115

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Observation af395e08-654b-4d61-8e66-e38c54440ba9 · outbound

This paper cites RealFill: Reference-Driven Gen- eration for Authentic Image Completion.

AI-powered Contextual 3D Environment Generation: A Systematic Review RealFill: Reference-Driven Gen- eration for Authentic Image Completion

Reference 116

Resolution: verified exact; doi, observed 2026-08-07T10:29:44.297932Z

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Observation b8a401df-4ebc-443c-9cd8-930b99b801f4 · outbound

This paper cites A Survey on Deep Generative 3D-aware Image Synthesis.

AI-powered Contextual 3D Environment Generation: A Systematic Review A Survey on Deep Generative 3D-aware Image Synthesis

Reference 117

Resolution: verified exact; doi, observed 2026-08-07T10:29:44.282457Z

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Observation c674e73c-b5fb-49d3-941a-c6739e8912c1 · outbound

This paper cites Image Generation Model Applying PCA on Latent Space.

AI-powered Contextual 3D Environment Generation: A Systematic Review Image Generation Model Applying PCA on Latent Space

Reference 118

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T10:29:45.407958Z

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Observation 30c31e86-ffa1-47a0-9134-b760c46f1632 · outbound

This paper cites Broomrocket: Open Source Text-to-3D Algorithm for 3D Object Placement.

AI-powered Contextual 3D Environment Generation: A Systematic Review Broomrocket: Open Source Text-to-3D Algorithm for 3D Object Placement

Reference 119

Resolution: verified exact; doi, observed 2026-08-07T10:29:44.267449Z

Source-reported events for the cited work

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Observation db2fea98-57c4-4dad-9bfd-520a1d26d148 · outbound

This paper cites Image based and Point Cloud based Methods for 3D View Reconstruction in Real- time Environment.

AI-powered Contextual 3D Environment Generation: A Systematic Review Image based and Point Cloud based Methods for 3D View Reconstruction in Real- time Environment

Reference 120

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.981667Z

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Observation 675a851a-5572-4488-96ee-168c4bea31d6 · outbound

This paper cites GenQuery: Supporting Expressive Visual Search with Generative Models.

AI-powered Contextual 3D Environment Generation: A Systematic Review GenQuery: Supporting Expressive Visual Search with Generative Models

Reference 121

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.987275Z

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Observation c17a7cff-b284-4a42-9afa-f26a9c338a14 · outbound

This paper cites Prompt- Paint: Steering Text-to-Image Generation Through Paint Medium-like Interactions.

AI-powered Contextual 3D Environment Generation: A Systematic Review Prompt- Paint: Steering Text-to-Image Generation Through Paint Medium-like Interactions

Reference 122

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