Paper Citation Record · LEDGER

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

As of 17 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 15 inbound Pith citation observations for arXiv:2412.02193.

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

pith.paper-citation-record.v1
2412.02193 v3

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:48:15.371509Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:38:09.713884Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-07T12:53:50.400526Z

Reference resolution

54 of 54 outbound references displayed

verified exact0
verified fuzzy30
unresolved23
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6d6ddcd9-9b63-45a6-85dd-07989b7eff82 · outbound

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

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Lego-net: Learning regular rearrangements of ob- jects in rooms

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.182285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7dbb07f-49ec-48d8-a1f2-ea6eaffcefb6 · outbound

This paper cites House- gan++: Generative adversarial layout refinement network towards intelligent computational agent for professional archi- tects.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models House- gan++: Generative adversarial layout refinement network towards intelligent computational agent for professional archi- tects

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:16.013420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 51d7a2b4-2741-4856-befc-0f7b2269f093 · outbound

This paper cites Atiss: Autoregres- sive transformers for indoor scene synthesis.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Atiss: Autoregres- sive transformers for indoor scene synthesis

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.190934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e29642a8-ecc7-4fca-ab68-285e83185fd0 · outbound

This paper cites Layoutgpt: Compositional visual plan- ning and generation with large language models.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Layoutgpt: Compositional visual plan- ning and generation with large language models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.994742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 23ce5c91-3468-467e-9c27-03cc0f999f95 · outbound

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

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Holodeck: Language guided gen- eration of 3d embodied ai environments

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.984130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e10ca49f-b47f-4b15-b57c-353f0ca7dde2 · outbound

This paper cites Controlroom3d: Room generation using semantic proxy rooms.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Controlroom3d: Room generation using semantic proxy rooms

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.973341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a4222826-c1cd-4b82-a1b5-6bb00f437a43 · outbound

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

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models GALA3D: Towards Text-to-3D Complex Scene Generation via Layout-guided Generative Gaussian Splatting

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.205782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23be55f6-ed98-4e59-a814-f3d6829a55c0 · outbound

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

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Compositional 3d scene generation using locally conditioned diffusion

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.962688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4bf646e7-10c9-475c-978b-25146c521a2e · outbound

This paper cites Disentangled 3D Scene Generation with Layout Learning.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Disentangled 3D Scene Generation with Layout Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.213463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4431e7e0-7cdd-4423-a6f0-20d5e5831367 · outbound

This paper cites Lay-A-Scene: Personalized 3D Object Arrangement Using Text-to-Image Priors.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Lay-A-Scene: Personalized 3D Object Arrangement Using Text-to-Image Priors

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.217474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b42060f2-8b4d-4e2d-8dd6-4860706157bb · outbound

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

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Any- home: Open-vocabulary generation of structured and textured 3d homes

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.952253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2932abca-4467-43b8-a6ba-b08badf07fe0 · outbound

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

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models InstructScene: Instruction-Driven 3D Indoor Scene Synthesis with Semantic Graph Prior

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.225038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 395a8679-064f-417b-8626-ab0ea59b5ff0 · outbound

This paper cites I-design: Personal- ized llm interior designer.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models I-design: Personal- ized llm interior designer

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.228739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8136846-15eb-4e25-9dde-ac0a732f0a55 · outbound

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

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Open-Universe Indoor Scene Generation using LLM Program Synthesis and Uncurated Object Databases

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.232570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d29277ef-75ff-4214-a4f4-f443bc873c54 · outbound

This paper cites 3d-llm: Injecting the 3d world into large language models.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models 3d-llm: Injecting the 3d world into large language models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.236452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c3d2d28-f487-4537-897c-3bcef10e31c9 · outbound

This paper cites 3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models 3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.239557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c733c3f-09c1-494e-80a9-27acd6f49e68 · outbound

This paper cites Scene-LLM: Extending Language Model for 3D Visual Understanding and Reasoning.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Scene-LLM: Extending Language Model for 3D Visual Understanding and Reasoning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.243345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22c09669-ef9d-45bd-86b4-c2f77c9c7239 · outbound

This paper cites Ll3da: Visual interactive instruction tuning for omni-3d understand- ing reasoning and planning.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Ll3da: Visual interactive instruction tuning for omni-3d understand- ing reasoning and planning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.935699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5b0d31eb-8328-4b88-b4a8-6a0da23fdc75 · outbound

This paper cites Gpt4point: A unified framework for point-language understanding and generation.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Gpt4point: A unified framework for point-language understanding and generation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.925437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9711f590-b682-4a98-b062-490b481bb930 · outbound

This paper cites Pointllm: Empowering large language models to understand point clouds.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Pointllm: Empowering large language models to understand point clouds

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.915172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 49a8f54d-1cfb-4ab0-b06e-dcdfd3087ceb · outbound

This paper cites Chat-scene: Bridging 3d scene and large language models with object identifiers.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Chat-scene: Bridging 3d scene and large language models with object identifiers

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.905805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8e343bae-1874-4a32-af99-75971b360f05 · outbound

This paper cites Spatialvlm: Endowing vision-language models with spatial reasoning capabilities.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Spatialvlm: Endowing vision-language models with spatial reasoning capabilities

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.897193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9ada32df-b4a2-4556-8cc0-ffa8e2d7a687 · outbound

This paper cites SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.262522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 967c1500-952a-46ca-adf0-f0d3bb7486a7 · outbound

This paper cites SceneScript: Reconstructing Scenes With An Autoregressive Structured Language Model.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models SceneScript: Reconstructing Scenes With An Autoregressive Structured Language Model

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.266016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d0ad26c-a010-45e9-a9ae-d7b3fb6c9efa · outbound

This paper cites Agent3D-Zero: An Agent for Zero-shot 3D Understanding.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Agent3D-Zero: An Agent for Zero-shot 3D Understanding

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.269947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf573247-a95a-4d89-ac37-18f59cc6a25d · outbound

This paper cites Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.273510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e90c9a-ebdc-4051-8844-98c479e8168d · outbound

This paper cites Making large multimodal models understand arbitrary visual prompts.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Making large multimodal models understand arbitrary visual prompts

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.888073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b32eace2-2241-4156-86fb-7e8cccf9698e · outbound

This paper cites Scaffolding Coordinates to Promote Vision-Language Coordination in Large Multi-Modal Models.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Scaffolding Coordinates to Promote Vision-Language Coordination in Large Multi-Modal Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.280493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20dbff0f-dfc9-401b-9b77-0939d86b169f · outbound

This paper cites GPT-4 Technical Report.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models GPT-4 Technical Report

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.284054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16fffcb9-f2e8-4239-938d-8391968d01c7 · outbound

This paper cites Self-consistency improves chain of thought reasoning in lan- guage models.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Self-consistency improves chain of thought reasoning in lan- guage models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.879349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8c31f780-a1b3-44e7-853b-f45d3f2912de · outbound

This paper cites Distance-iou loss: Faster and better learning for bounding box regression.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Distance-iou loss: Faster and better learning for bounding box regression

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.869688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d6380aa2-385d-4c96-9914-232c4ce9d792 · outbound

This paper cites Iou loss for 2d/3d object detection.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Iou loss for 2d/3d object detection

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.858945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ab50028a-55f3-4933-87fd-7fcfd6f0284b · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T23:48:15.298019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00e1d099-1f22-4d88-8566-e30a3ea59b58 · outbound

This paper cites Objaverse: A universe of annotated 3d objects.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Objaverse: A universe of annotated 3d objects

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.846888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a177637-c3e3-4ea3-b83e-cf8df995c60d · outbound

This paper cites Gpt-4v (ision) is a human-aligned evaluator for text-to-3d generation.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Gpt-4v (ision) is a human-aligned evaluator for text-to-3d generation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.837367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cce554ee-f073-4002-b4da-95908ac86b30 · outbound

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

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Learning transferable visual models from natural language supervi- sion

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.827749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0c85c859-f66e-42fb-840a-faffcd21986e · outbound

This paper cites Based on the assets, you should describe the general layout of the scene, the types of assets present, and any notable features.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Based on the assets, you should describe the general layout of the scene, the types of assets present, and any notable features

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.818267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 01ec0038-57dc-476d-a99c-436b2f49f40a · outbound

This paper cites You should consider the functional, semantic, and geometric relationships between the assets.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models You should consider the functional, semantic, and geometric relationships between the assets

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.809190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3bc13331-ae60-4c8d-b6cd-5174fea093cd · outbound

This paper cites You should explain the rationale behind each group and how the assets within each group are related to each other.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models You should explain the rationale behind each group and how the assets within each group are related to each other

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.800034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e28ee188-53b3-423c-bc43-563a25c7fc72 · outbound

This paper cites You should consider the significance of each group and the logical flow of the scene layout.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models You should consider the significance of each group and the logical flow of the scene layout

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.791749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e8af38f1-ae42-4329-8ad0-6c7548387578 · outbound

This paper cites Example: Suppose you are examining a bedroom scene.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models **Example:** Suppose you are examining a bedroom scene

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.783030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ae6cd132-b61e-4fe6-870e-d02da1724fcd · outbound

This paper cites an unresolved cited work.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:48:15.773437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 234dce07-c011-46b0-832e-6b02a61c0193 · outbound

This paper cites The bedside table should be close to the bed for easy access.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models The bedside table should be close to the bed for easy access

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.764413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 497c45bf-ecbb-4cc2-963c-fcb7a1575a90 · outbound

This paper cites The rational is that the bed is the central piece, the nightstand is next to the bed, and the lamp is on the nightstand.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models The rational is that the bed is the central piece, the nightstand is next to the bed, and the lamp is on the nightstand

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.754694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91ae464a-d310-48a2-bbb7-cfdb217b3253 · outbound

This paper cites They should be placed first to establish the sleeping area.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models They should be placed first to establish the sleeping area

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.744210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 303474b0-4a4c-4de8-b529-547fcca635d5 · outbound

This paper cites list": [ {.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models list": [ {

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.734461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e7fc0ccc-1438-47ba-80c7-3a9a6b3bdb6e · outbound

This paper cites an unresolved cited work.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Unresolved cited work

Reference 47

Resolution: parse uncertain; raw_fallback, observed 2026-08-11T23:48:15.724547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 67b3da58-7adc-41ed-9337-cf696fd92c3e · outbound

This paper cites an unresolved cited work.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:48:15.714168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9c617651-d7a3-4cc2-a35c-1117fa7d1286 · outbound

This paper cites an unresolved cited work.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:48:15.703340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cd4739c3-f68d-4cf0-b111-1f10cc718f05 · outbound

This paper cites Walls are also labeled with orientation arrows.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Walls are also labeled with orientation arrows

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.692093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8adbdb27-7f26-461e-9aee-000406a4345c · outbound

This paper cites an unresolved cited work.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:48:15.681188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9d80e8ce-67e5-40d8-8b4e-38b5c7b44180 · outbound

This paper cites Your task is to write a program that:.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Your task is to write a program that:

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.671819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a2546d91-7b76-450a-8d9e-dac5a9b5281f · outbound

This paper cites an unresolved cited work.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:48:15.661343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d0891190-bf54-41b4-9b5c-75344f43bdf4 · outbound

This paper cites point towards.

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models point towards

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:48:15.651923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation fc7645bf-da88-479f-80c3-f5f96de379e8 · inbound

ScanEdit: Hierarchically-Guided Functional 3D Scan Editing cites this paper.

ScanEdit: Hierarchically-Guided Functional 3D Scan Editing LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T11:38:09.713884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eda677e5-5435-4db7-9840-a55a897ab99a · inbound

Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation cites this paper.

Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T00:46:00.612079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86fe945b-ef27-42b0-aff0-8ed64a02c7fc · inbound

ReSpace: Text-Driven Autoregressive 3D Indoor Scene Synthesis and Editing cites this paper.

ReSpace: Text-Driven Autoregressive 3D Indoor Scene Synthesis and Editing LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T11:28:35.387439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254ee44b-87fe-44e0-9831-d03ce9f537f4 · inbound

Handle-based Mesh Deformation Guided By Vision Language Model cites this paper.

Handle-based Mesh Deformation Guided By Vision Language Model LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T10:44:53.272896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffaa7004-b558-46a1-8dd9-ec650a2b8439 · inbound

Video Perception Models for 3D Scene Synthesis cites this paper.

Video Perception Models for 3D Scene Synthesis LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T22:49:02.194039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56d960d6-db08-4b58-8524-19e5526477d4 · inbound

IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering cites this paper.

IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T21:52:17.103306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5629b80-0571-4fe0-ac2f-9bd72f80e7a7 · inbound

CoT-lized Diffusion: Let's Reinforce T2I Generation Step-by-step cites this paper.

CoT-lized Diffusion: Let's Reinforce T2I Generation Step-by-step LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T19:55:03.549347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 189c25ce-7354-44c2-8df8-900b39caf607 · inbound

3D-Generalist: Self-Improving Vision-Language-Action Models for Crafting 3D Worlds cites this paper.

3D-Generalist: Self-Improving Vision-Language-Action Models for Crafting 3D Worlds LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T19:09:28.680768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3ffe8f1-c6df-4b91-9845-311658c049dc · inbound

Canvas3D: Empowering Precise Spatial Control for Image Generation with Constraints from a 3D Virtual Canvas cites this paper.

Canvas3D: Empowering Precise Spatial Control for Image Generation with Constraints from a 3D Virtual Canvas LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-05T22:23:09.906995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

SemLayoutDiff: Semantic Layout Generation with Diffusion Model for Indoor Scene Synthesis cites this paper.

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 e96530ee-f361-49dc-81d0-8573a7ba476e · inbound

ProcFunc: Function-Oriented Abstractions for Procedural 3D Generation in Python cites this paper.

ProcFunc: Function-Oriented Abstractions for Procedural 3D Generation in Python LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T10:01:28.850363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4eb1d6a7-34ae-40f8-b2ad-58f42882f7d5 · inbound

STABLE: Simulation-Ready Tabletop Layout Generation via a Semantics-Physics Dual System cites this paper.

STABLE: Simulation-Ready Tabletop Layout Generation via a Semantics-Physics Dual System LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:18:54.675909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 24a7f4a2-ea31-47fa-8bca-4bae8d2f9f32 · inbound

Perceive-then-Plan: Layout-as-Policy for Monocular 3D Scene Layout Estimation cites this paper.

Perceive-then-Plan: Layout-as-Policy for Monocular 3D Scene Layout Estimation LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-06-29T23:14:01.273391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0f9fbde0-f7cd-43d1-afdb-1e1ed5342152 · inbound

Text-Driven 3D Indoor Scene Synthesis in Non-Manhattan Environments cites this paper.

Text-Driven 3D Indoor Scene Synthesis in Non-Manhattan Environments LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 54

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T13:28:18.327646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 69399460-b668-4f77-a536-3f960aa7ea98 · inbound

SynCity 3000: Bootstrapping Scene-Scale 3D Diffusion cites this paper.

SynCity 3000: Bootstrapping Scene-Scale 3D Diffusion LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Reference 53

Resolution: metadata mismatch; local_arxiv, observed 2026-07-07T12:53:50.402579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.