mlsanityData to 14 Oct 2026

SceneWeaver: All-in-One 3D Scene Synthesis with an Extensible and Self-Reflective Agent

arXiv 2509.20414 ↗First posted 24 Sep 2025cs.GR cs.CV cs.LGcited by 56

On the map: LLM agents and tool use → Multimodal and embodied agents

Abstract (arXiv)

Indoor scene synthesis has become increasingly important with the rise of Embodied AI, which requires 3D environments that are not only visually realistic but also physically plausible and functionally diverse. While recent approaches have advanced visual fidelity, they often remain constrained to fixed scene categories, lack sufficient object-level detail and physical consistency, and struggle to align with complex user instructions. In this work, we present SceneWeaver, a reflective agentic framework that unifies diverse scene synthesis paradigms through tool-based iterative refinement. At its core, SceneWeaver employs a language model-based planner to select from a suite of extensible scene generation tools, ranging from data-driven generative models to visual- and LLM-based methods, guided by self-evaluation of physical plausibility, visual realism, and semantic alignment with user input. This closed-loop reason-act-reflect design enables the agent to identify semantic inconsistencies, invoke targeted tools, and update the environment over successive iterations. Extensive experiments on both common and open-vocabulary room types demonstrate that SceneWeaver not only outperforms prior methods on physical, visual, and semantic metrics, but also generalizes effectively to complex scenes with diverse instructions, marking a step toward general-purpose 3D environment generation. Project website: https://scene-weaver.github.io/.

Key facts. Cited by 56 papers in the map (data through 14 Oct 2026). Placed in Multimodal and embodied agents, one of 16 directions in LLM agents and tool use. Builds on 33 of its 37 references that are in the map. First posted on arXiv 24 Sep 2025.

Builds on

33 of 37 references.

Closest ancestors · 2

Same direction, newest first

  1. 2025Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation5 May
  2. 2024SceneCraft: An LLM Agent for Synthesizing 3D Scene as Blender Code2 Mar

Other references · 31

  1. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,695
  2. 2023AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversationcited by 1,988
  3. 2022Objaverse: A Universe of Annotated 3D Objectscited by 1,540
  4. 20203D-FRONT: 3D Furnished Rooms with layOuts and semaNTicscited by 380
  5. 2022ProcTHOR: Large-Scale Embodied AI Using Procedural Generationcited by 380
  6. 2023LayoutGPT: Compositional Visual Planning and Generation with Large Language Modelscited by 347
  7. 20203D-FUTURE: 3D Furniture shape with TextUREcited by 311
  8. 2023Holodeck: Language Guided Generation of 3D Embodied AI Environmentscited by 268
  9. 2024Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Modelscited by 268
  10. 2024AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environmentscited by 231
  11. 2021ATISS: Autoregressive Transformers for Indoor Scene Synthesiscited by 200
  12. 2023OpenShape: Scaling Up 3D Shape Representation Towards Open-World Understandingcited by 184
19 more
  1. 2023Habitat Synthetic Scenes Dataset (HSSD-200): An Analysis of 3D Scene Scale and Realism Tradeoffs for ObjectGoal Navigationcited by 167
  2. 2023DiffuScene: Denoising Diffusion Models for Generative Indoor Scene Synthesiscited by 166
  3. 2024GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generationcited by 153
  4. 2024Infinigen Indoors: Photorealistic Indoor Scenes using Procedural Generationcited by 137
  5. 2024PhyScene: Physically Interactable 3D Scene Synthesis for Embodied AIcited by 125
  6. 2024GALA3D: Towards Text-to-3D Complex Scene Generation via Layout-guided Generative Gaussian Splattingcited by 109
  7. 2024LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Modelscited by 96
  8. 2024Automated Creation of Digital Cousins for Robust Policy Learningcited by 91
  9. 2024I-Design: Personalized LLM Interior Designercited by 87
  10. 2023AnyHome: Open-Vocabulary Generation of Structured and Textured 3D Homescited by 82
  11. 2023LEGO-Net: Learning Regular Rearrangements of Objects in Roomscited by 76
  12. 2018Human-centric Indoor Scene Synthesis Using Stochastic Grammarcited by 74
  13. 2025OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoningcited by 69
  14. 2024EchoScene: Indoor Scene Generation via Information Echo over Scene Graph Diffusioncited by 67
  15. 2023SceneTex: High-Quality Texture Synthesis for Indoor Scenes via Diffusion Priorscited by 43
  16. 2024Architect: Generating Vivid and Interactive 3D Scenes with Hierarchical 2D Inpaintingcited by 38
  17. 2025MetaScenes: Towards Automated Replica Creation for Real-world 3D Scanscited by 31
  18. 2025FirePlace: Geometric Refinements of LLM Common Sense Reasoning for 3D Object Placementcited by 25
  19. 2025MMGDreamer: Mixed-Modality Graph for Geometry-Controllable 3D Indoor Scene Generationcited by 19

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 6; 2026: 50.

56 papers.

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  1. 2026SAGE: Scalable Agentic 3D Scene Generation for Embodied AIcited by 50
  2. 2026RoboLab: A High-Fidelity Simulation Benchmark for Analysis of Task Generalist Policiescited by 24
  3. 2026Toward Personalized LLM-Powered Agents: Foundations, Evaluation, and Future Directionscited by 14
  4. 2026MANSION: Multi-floor lANguage-to-3D Scene generatIOn for loNg-horizon taskscited by 8
  5. 2026Agentic Real2Sim: Physics-based World Modeling with Vision-Language Agentscited by 8
  6. 2026WorldClaw: Agentic 3D Open-World Generation at Scalecited by 8
  7. 2025I-Scene: 3D Instance Models are Implicit Generalizable Spatial Learnerscited by 6
  8. 2026SceneReVis: A Self-Reflective Vision-Grounded Framework for 3D Indoor Scene Synthesis via Multi-Turn RLcited by 6
  9. 2026SceneAssistant: A Visual Feedback Agent for Open-Vocabulary 3D Scene Generationcited by 6
  10. 2025InfiniBench: Infinite Benchmarking for Visual Spatial Reasoning with Customizable Scene Complexitycited by 5
  11. 2026Code-as-Room: Generating 3D Rooms from Top-Down View Images via Agentic Code Synthesiscited by 5
  12. 2025ArtiWorld: LLM-Driven Articulation of 3D Objects in Scenescited by 3
38 more
  1. 2025UrbanWorld2.0: A Multimodal Agentic Framework for Reality-Aligned 3D World Generation at City-Scalecited by 3
  2. 2026Edit-As-Act: Goal-Regressive Planning for Open-Vocabulary 3D Indoor Scene Editingcited by 3
  3. 2026StoryBlender: Inter-Shot Consistent and Editable 3D Storyboard with Spatial-temporal Dynamicscited by 3
  4. 2026STABLE: Simulation-Ready Tabletop Layout Generation via a Semantics-Physics Dual Systemcited by 3
  5. 2026MUSE: Agentic 3D Scene Authoring via Memory-Grounded Incremental Requirement Satisfactioncited by 3
  6. 2026SceneNAT: Masked Generative Modeling for Language-Guided Indoor Scene Synthesiscited by 2
  7. 2026SceneOrchestra: Efficient Agentic 3D Scene Synthesis via Full Tool-Call Trajectory Generationcited by 2
  8. 2026WorldAct: Activating Monolithic 3D Worlds into Interactive-Ready Object-Centric Scenescited by 2
  9. 2026SceneConductor: 3D Scene Generation from a Single Image with Multi-Agent Orchestrationcited by 2
  10. 2026ShellMaker: Language-Guided Exterior Completion under Structural Constraintscited by 2
  11. 2026VibeWorlding: Can Multimodal Agents Construct 3D Open Worlds End-to-End?cited by 2
  12. 2025GeoSceneGraph: Geometric Scene Graph Diffusion Model for Text-guided 3D Indoor Scene Synthesiscited by 1
  13. 2026Extended to Reality: Prompt Injection in 3D Environmentscited by 1
  14. 2026Seen2Scene: Completing Realistic 3D Scenes with Visibility-Guided Flowcited by 1
  15. 2026Co-generation of Layout and Shape from Text via Autoregressive 3D Diffusioncited by 1
  16. 20263D Generation for Embodied AI and Robotic Simulation: A Surveycited by 1
  17. 2026Function2Scene: 3D Indoor Scene Layout from Functional Specificationscited by 1
  18. 2026iARCS: Iterative Agentic RL for Controllable 3D Scene Generationcited by 1
  19. 2026Scenix: Sparse-View 3D Scene Reconstruction via Executable Scene Programscited by 1
  20. 2026FuncRoom-Agent: Sequential Feed-Forward 3D Functional Indoor Scene Generationcited by 1
  21. 2026GIF: Agentic Generation of Interactive and Functional Object Compositions for Robot Learningcited by 1
  22. 2026DiagGen: Agentic Generation of Deformable Assets with Sim-based Diagnostics for Robotic Simulationcited by 1
  23. 2026ARSTAG: An Agentic Real2Sim2Real System for Task-Specific Robot Data Generationcited by 1
  24. 2025RoomPilot: Controllable Indoor Scene Synthesis via Multimodal Semantic Parsingcited by 0
  25. 2026SDesc3D: Towards Layout-Aware 3D Indoor Scene Generation from Short Descriptionscited by 0
  26. 2026ProcFunc: Function-Oriented Abstractions for Procedural 3D Generation in Pythoncited by 0
  27. 2026LabBuilder: Protocol-Grounded 3D Layout Generation for Interactable and Safe Laboratorycited by 0
  28. 2026Orchestrating Spatial Semantics via a Zone-Graph Paradigm for Intricate Indoor Scene Generationcited by 0
  29. 2026VoxScene: Anchor-Conditioned Voxel Diffusion for Indoor Scene Arrangementcited by 0
  30. 2026Look-Before-Move: Narrative-Grounded World Visual Attention in Dynamic 3D Story Worldscited by 0
  31. 2026Text-Driven 3D Indoor Scene Synthesis in Non-Manhattan Environmentscited by 0
  32. 2026InSpace: Structure-Aware 3D Indoor Scene Generation from a Single 360deg Imagecited by 0
  33. 2026Learning an Interior Layout Policy in a Domain Specific Language Action Spacecited by 0
  34. 2026Efficient Human-Contact Representation for Human-Scene Interactioncited by 0
  35. 2026ScenePilot: Grow-and-Repair Policy for Text-Driven 3D Indoor Scene Generationcited by 0
  36. 2026SceneMosaic: Efficient and Diverse Simulation-Ready Scene Generation via Hybrid Agentic Layout Evolutioncited by 0
  37. 2026ESG: Generating Physically Consistent Dynamic 3D Scenes from Text Descriptionscited by 0
  38. 2026Mira-Scene: Pixel-Aligned Layouts for Generative 3D Scene Reconstructioncited by 0

50 most cited of 56 All 56 (JSON)

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  1. 2026SceneCode: Executable World Programs for Editable Indoor Scenes with Articulated Objects
  2. 2026SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
  3. 2026Beyond Placement and Articulation: Usage-Driven Code Scenes for Embodied Interaction
  4. 2025ReSpace: Text-Driven Autoregressive 3D Indoor Scene Synthesis and Editing
  5. 2026SceneFoundry: Generating Interactive Infinite 3D Worlds
  6. 2026SceneCritic: A Symbolic Evaluator for 3D Indoor Scene Synthesis
  7. 2025Apples on the Table? Evaluating Text-Guided 3D Scene Synthesis via Fine-Grained Constraint Verification
  8. 2026HOG-Layout: Hierarchical 3D Scene Generation, Optimization and Editing via Vision-Language Models