Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation | Paper Citation Record

Observation f715740d-f22c-4126-90fe-14a4acc9de9a · outbound

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

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Open-Universe Indoor Scene Generation using LLM Program Synthesis and Uncurated Object Databases

Reference 1

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This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 2

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This paper cites Cambridge university press (2004) 7.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Cambridge university press (2004) 7

Reference 3

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This paper cites In: European Conference on Computer Vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: European Conference on Computer Vision

Reference 4

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This paper cites In: Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP).

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP)

Reference 5

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

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation SceneSeer: 3D Scene Design with Natural Language

Reference 6

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 7

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This paper cites In: Proceedings of the Computer Vision and Pattern Recognition Con- ference.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the Computer Vision and Pattern Recognition Con- ference

Reference 8

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Observation bb36e169-1e6d-421f-b995-c15cd7468643 · outbound

This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 9

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This paper cites Advances in Neural Information Processing Systems36, 18225–18250 (2023) 2, 4, 10.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Advances in Neural Information Processing Systems36, 18225–18250 (2023) 2, 4, 10

Reference 10

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This paper cites ACM Transactions on Graphics (TOG)31(6), 1–11 (2012) 4.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation ACM Transactions on Graphics (TOG)31(6), 1–11 (2012) 4

Reference 11

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Observation d4e127f6-417d-4b95-9b7f-57b0bebeae5f · outbound

This paper cites In: ACM SIGGRAPH 2011 papers, pp.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: ACM SIGGRAPH 2011 papers, pp

Reference 12

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Observation 113e8d43-6fa1-40bd-91a5-0000e173633e · outbound

This paper cites Inter- national Journal of Computer Vision129(12), 3313–3337 (2021) 11.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Inter- national Journal of Computer Vision129(12), 3313–3337 (2021) 11

Reference 13

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This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 14

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This paper cites ACM Transactions on Graphics (TOG)36(6), 1–13 (2017) 4.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation ACM Transactions on Graphics (TOG)36(6), 1–13 (2017) 4

Reference 15

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This paper cites In: European Conference on Computer Vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: European Conference on Computer Vision

Reference 16

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

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Mixed Diffusion for 3D Indoor Scene Synthesis

Reference 17

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This paper cites In: Pro- ceedings of the IEEE conference on computer vision and pattern recognition.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Pro- ceedings of the IEEE conference on computer vision and pattern recognition

Reference 18

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 19

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Observation 26506f82-d118-47e5-b07b-7f69b875dce6 · outbound

This paper cites Auto-Encoding Variational Bayes.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Auto-Encoding Variational Bayes

Reference 20

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This paper cites ACM Transactions on Graphics (TOG)38(2), 1–16 (2019) 4.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation ACM Transactions on Graphics (TOG)38(2), 1–16 (2019) 4

Reference 21

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

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation InstructScene: Instruction-Driven 3D Indoor Scene Synthesis with Semantic Graph Prior

Reference 22

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Observation d469ef02-472c-40dc-9508-54510118a5f4 · outbound

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

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation

Reference 23

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This paper cites In: Computer Graphics Forum.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Computer Graphics Forum

Reference 24

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This paper cites ACM Transactions on Graphics (TOG)33(6), 1–12 (2014) 4.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation ACM Transactions on Graphics (TOG)33(6), 1–12 (2014) 4

Reference 25

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Observation ada6d510-56c4-4a61-aa8b-eecaea4de0ec · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 26

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This paper cites ACM transactions on graphics (TOG)30(4), 1–10 (2011) 4.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation ACM transactions on graphics (TOG)30(4), 1–10 (2011) 4

Reference 27

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This paper cites arXiv preprint arXiv:2503.16848 (2025) 2.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation arXiv preprint arXiv:2503.16848 (2025) 2

Reference 28

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This paper cites In: European Conference on Computer Vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: European Conference on Computer Vision

Reference 29

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Observation c5945b6d-fdd3-4b1f-a787-2787ab570d2c · outbound

This paper cites Advances in Neural Information Processing Systems 28(2015) 4.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Advances in Neural Information Processing Systems 28(2015) 4

Reference 30

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

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation CHOrD: Generation of Collision-Free, House-Scale, and Organized Digital Twins for 3D Indoor Scenes with Controllable Floor Plans and Optimal Layouts

Reference 31

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This paper cites In: Proceedings of the Computer Vision and Pattern Recognition Conference.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the Computer Vision and Pattern Recognition Conference

Reference 32

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This paper cites In: European Conference on Computer Vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: European Conference on Computer Vision

Reference 33

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This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 34

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 35

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This paper cites In: 2021 International Conference on 3D Vision (3DV).

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: 2021 International Conference on 3D Vision (3DV)

Reference 36

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This paper cites In: European Conference on Computer Vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: European Conference on Computer Vision

Reference 37

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This paper cites In: Proceedings of the IEEE/CVF Conference on Com- puter Vision and Pattern Recognition.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF Conference on Com- puter Vision and Pattern Recognition

Reference 38

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Observation a9ffe798-953a-472c-8d1c-ff2cd8edd9e8 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.679369Z

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Observation fc203231-7f2e-4099-b210-791383ad9cb4 · outbound

This paper cites ACM Transactions on Graphics (TOG)31(4), 1–11 (2012) 4.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation ACM Transactions on Graphics (TOG)31(4), 1–11 (2012) 4

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.664207Z

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Observation 93aed00e-71c8-4199-86d2-214996316103 · outbound

This paper cites Advances in Neural Information Processing Systems24(2011) 4.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Advances in Neural Information Processing Systems24(2011) 4

Reference 41

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Observation 91b8ff5f-e2a7-46a8-bd53-675172c75bcd · outbound

This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation In: Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 42

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Observation c6881746-8a22-4c64-b97c-e14d3a628885 · outbound

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Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Unresolved cited work

Reference 43

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Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Unresolved cited work

Reference 44

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This paper cites wall_id.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation wall_id

Reference 45

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This paper cites Start by c o n s i d e r i n g the size of the room.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Start by c o n s i d e r i n g the size of the room

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.575391Z

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Observation 94345654-0a18-4122-b216-cab6068987a7 · outbound

This paper cites You should c ons id er the functional , semantic , and g e o m e t r i c r e l a t i o n s h i p s between the assets.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation You should c ons id er the functional , semantic , and g e o m e t r i c r e l a t i o n s h i p s between the assets

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.560512Z

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Observation 74446935-b025-404f-94f5-13831efe28c6 · outbound

This paper cites r o o m _ a n a l y s i s.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation r o o m _ a n a l y s i s

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.544181Z

Source-reported events for the cited work

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Observation e84e2ea6-c315-4f34-9b80-9e245141b9fd · outbound

This paper cites All object choices and counts must comply with it.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation All object choices and counts must comply with it

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.528939Z

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Observation 5cf86a75-192b-4a0b-bc7f-cc13607172b5 · outbound

This paper cites Be as tho ro ug h as po ss ib le.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Be as tho ro ug h as po ss ib le

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.514643Z

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Observation 247e648a-8994-4895-8fa4-deb535f65c8c · outbound

This paper cites an unresolved cited work.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-08T01:03:57.500923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d213b4c7-af5c-41d4-a1e8-3a1c2250873e · outbound

This paper cites an unresolved cited work.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-08T01:03:57.487064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 20fa795f-bec8-40ce-80f2-1ca25b6c3821 · outbound

This paper cites areas ": [ {{.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation areas ": [ {{

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.472475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3db6661b-3ea6-47d8-973d-b7cb69333c05 · outbound

This paper cites assets.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation assets

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.457275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eab63e57-66e2-4610-817b-cb0b6d2f6bd9 · outbound

This paper cites an unresolved cited work.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-08T01:03:57.442168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 00712be8-ebfa-4b08-b925-2d8bbedce24d · outbound

This paper cites For example , the TV cabinet facing the sofa should have a TV placed on it.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation For example , the TV cabinet facing the sofa should have a TV placed on it

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.427407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a04c2b7b-e5ae-488a-8d05-1b48063cbc07 · outbound

This paper cites G e n e r a l l y only : tables , bookshelves , TV_stand , cabinet , etc.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation G e n e r a l l y only : tables , bookshelves , TV_stand , cabinet , etc

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.412543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1349a400-d8ee-49a0-aeec-03bed9a7321e · outbound

This paper cites an unresolved cited work.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-08T01:03:57.397639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation af882e4f-6306-4990-b663-a3ddf36bd3dd · outbound

This paper cites a buffet counter should be eq ui pp ed with plates and cups for placing food.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation a buffet counter should be eq ui pp ed with plates and cups for placing food

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.382737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0560f8a4-1455-4347-ae24-7bef624804f2 · outbound

This paper cites i f _ p l a c e d.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation i f _ p l a c e d

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.367659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 168191a3-104c-4b82-a5eb-0dc3b296149a · outbound

This paper cites count ": the number of items to be placed . Use.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation count ": the number of items to be placed . Use

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.352474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 52e331a1-adc9-4a57-84fb-d55bc288170e · outbound

This paper cites z - axis.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation z - axis

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.336997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a7cb6df0-8277-4c4a-a526-4dde4a44252c · outbound

This paper cites center.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation center

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.321668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f12fb30d-8d3c-4252-99b5-7d41921a591d · outbound

This paper cites d i m e n s i o n s.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation d i m e n s i o n s

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.305677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cd61dbbb-e99b-4e4a-b95c-70372264ace1 · outbound

This paper cites - Only regions with`c l e a r a n c e == 1.0`appear in`obj_list`.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation - Only regions with`c l e a r a n c e == 1.0`appear in`obj_list`

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.291510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a97a31b9-8c7a-4d44-9875-dd04bb521876 · outbound

This paper cites -`o p e n _ r e g i o n [ i ]['item']`: label âĘŠ`count`,`z - axis`,`center` -`o p e n _ r e g i o n [ i ]['description']`: natural - la ngu ag e intent for this surface.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation -`o p e n _ r e g i o n [ i ]['item']`: label âĘŠ`count`,`z - axis`,`center` -`o p e n _ r e g i o n [ i ]['description']`: natural - la ngu ag e intent for this surface

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.277122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8a3065b8-1c7b-47da-915f-bd7abd43c568 · outbound

This paper cites an unresolved cited work.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-08T01:03:57.261816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 21b779b8-7326-4b55-8710-c030fb1abc48 · outbound

This paper cites c o n s t r a i n t s.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation c o n s t r a i n t s

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.247358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d896577d-2f67-4c83-9245-e7381affa5d6 · outbound

This paper cites < wall >.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation < wall >

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.232159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 86bc558b-4d4a-4d3f-ad76-806a14b503c8 · outbound

This paper cites They all need to be solved !.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation ** They all need to be solved !**

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.216463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9f9bf1df-4c2d-44f3-8d79-086f56fbcf1b · outbound

This paper cites an unresolved cited work.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-08T01:03:57.199862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 62023aad-3b72-4263-8af9-ae10ff0eb6b7 · outbound

This paper cites g .`di st an ce (...)`,`a l i g n _ w i t h (...)`).

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation g .`di st an ce (...)`,`a l i g n _ w i t h (...)`)

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.182374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 791ed8f3-6c8a-4b24-94cb-1efebf781689 · outbound

This paper cites If use fixed point , must define it in your code.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation If use fixed point , must define it in your code

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.166309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 573e37a2-c30c-4d62-92c9-f39fb78c72b0 · outbound

This paper cites A vs B missing / invalid r el at ion ['distance'].

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation A vs B missing / invalid r el at ion ['distance']

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.148891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b19ebdc2-083d-4c46-9339-e416f3294cc9 · outbound

This paper cites e a s t _ w a l l.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation e a s t _ w a l l

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.132523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 34bd4c9c-e11c-407d-bea3-de3d33e57c44 · outbound

This paper cites > , <** kwargs.

Global Graph-Validated Optimization for VLM-based 3D Indoor Scene Generation > , <** kwargs

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T01:03:57.116209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers