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Paper Citation Record · LEDGER

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments

As of 8 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 0 inbound Pith citation observations for arXiv:2608.06170.

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

pith.paper-citation-record.v1
2608.06170 v1

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:32:22.265404Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

76 of 76 outbound references displayed

  • verified exact2
  • verified fuzzy53
  • unresolved21
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5787bf7e-fb40-477c-85b6-fe8c583c551d · outbound

This paper cites 3d scene graph: A structure for unified semantics, 3d space, and camera,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments 3d scene graph: A structure for unified semantics, 3d space, and camera,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:31.691085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9bfb96aa-750a-4aeb-80e4-56bde6fc3927 · outbound

This paper cites Hydra: A real-time spatial perception system for 3D scene graph construction and optimization,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Hydra: A real-time spatial perception system for 3D scene graph construction and optimization,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T13:32:31.475988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 2a14a915-99e5-4808-be5f-2188a4128301 · outbound

This paper cites Foundations of spatial per- ception for robotics: Hierarchical representations and real-time systems,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Foundations of spatial per- ception for robotics: Hierarchical representations and real-time systems,

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-07T13:32:31.382729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5780a073-b984-4162-8cb7-ff9301d7bfc0 · outbound

This paper cites Ashita: Automatic scene-grounded hier- archical task analysis,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Ashita: Automatic scene-grounded hier- archical task analysis,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:31.277717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b48ea0cf-117a-4394-b05f-747e83ba3eff · outbound

This paper cites Hierarchical Open-V ocabulary 3D Scene Graphs for Language-Grounded Robot Navigation,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Hierarchical Open-V ocabulary 3D Scene Graphs for Language-Grounded Robot Navigation,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-07T13:32:31.216012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:16.523480Z digest=sha256:94be8158088473daa94f7a81715a73ca3891f24901247ad4971676c52129d5fd

Observation 72a48829-6c46-4c16-99ce-b272d6d08c34 · outbound

This paper cites Describe anything anywhere at any moment,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Describe anything anywhere at any moment,

Reference 6

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unresolved
no resolver link, observed 2026-08-07T13:32:16.587371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:16.587371Z digest=sha256:23abf51e377f00095a1ff964b967169feb87cef02312b0b12e6ccaafab3fd415

Observation 8eeffc6f-7767-4876-af58-c50ab79710d8 · outbound

This paper cites Task and Motion Planning in Hierarchical 3D Scene Graphs.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Task and Motion Planning in Hierarchical 3D Scene Graphs

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:16.664151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:16.664151Z digest=sha256:67d20dcabd5d81b08c6e225df4796327239bfa224908798a402dc0900e3e1be7

Observation 731850e3-0e60-4873-8e4d-1cd473aa6689 · outbound

This paper cites Fungraph: Functionality aware 3d scene graphs for language-prompted scene interaction,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Fungraph: Functionality aware 3d scene graphs for language-prompted scene interaction,

Reference 8

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raw_fallback, observed 2026-08-07T13:32:31.120371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:16.755998Z digest=sha256:11b8bc44dd3debd877b971e030f325fff57c55a41277ec17b9648c9c4352c61f

Observation 4e5a86b5-6a07-4de8-9e94-10fe4c38f301 · outbound

This paper cites Open-V ocabulary Functional 3D Scene Graphs for Real-World Indoor Spaces,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Open-V ocabulary Functional 3D Scene Graphs for Real-World Indoor Spaces,

Reference 9

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raw_fallback, observed 2026-08-07T13:32:31.061645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:16.847757Z digest=sha256:52674d3276bfec30d8daaa5a1d1adb23f14cc6028f4aaeabffe4d9137e0468b0

Observation f9c6283d-c3ed-44ea-811e-ec994b658506 · outbound

This paper cites Clio: Real-time task-driven open-set 3d scene graphs,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Clio: Real-time task-driven open-set 3d scene graphs,

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:16.946263Z digest=sha256:628cbaf1a30b1a1707d8ad4b4583c3ee8f52141fcd476e0cc2b703166d7f8c49

Observation 74701f59-b15e-4f0a-a71f-8905d9c58a74 · outbound

This paper cites Collaborative dynamic 3d scene graphs for automated driving,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Collaborative dynamic 3d scene graphs for automated driving,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:30.994946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.032590Z digest=sha256:67908b408e8ddfff33057564c3859a2abf188774110f203cc6850d29522de87b

Observation c2de1cf1-ad09-4467-bca4-b5869da0bb34 · outbound

This paper cites Opengraph: Open-vocabulary hierarchical 3d graph representation in large-scale outdoor environ- ments,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Opengraph: Open-vocabulary hierarchical 3d graph representation in large-scale outdoor environ- ments,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:30.962485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.120701Z digest=sha256:f7b727c81d59c3164e18c0304d000e33bd358b3fda152208f9a2b8e7813f48ea

Observation e98a440e-fdd9-486a-a349-a36c2dd870f4 · outbound

This paper cites Cognitive maps, cognitive collages, and spa- tial mental models,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Cognitive maps, cognitive collages, and spa- tial mental models,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:30.929638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.180067Z digest=sha256:ffbea0663280154d4437962f1e34aa61cec2cd4a7a4271339cc8c347f9779eab

Observation 57b80acc-170b-441e-b5f5-ebe7e70d77c2 · outbound

This paper cites an unresolved cited work.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:32:30.878267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 27915037-4278-4b11-8680-043e9de7dc0b · outbound

This paper cites A survey on 3d scene graphs: Definition, generation and applica- tion,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments A survey on 3d scene graphs: Definition, generation and applica- tion,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:30.788716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.336056Z digest=sha256:f335b50e3996f45c098b99e07954818253e8f9925b61ff6cb49630fb920cd840

Observation 545b40da-aa89-4599-b022-0a59ff36914c · outbound

This paper cites an unresolved cited work.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:32:30.712659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.382134Z digest=sha256:d965dccd8e08e3aa2c272b0ecfb34ed040bf9d40a166e1f03d7f80862a69de7e

Observation a64358a3-72a3-4ea4-a24d-6e16e7e2f6e4 · outbound

This paper cites 3D Scene Graphs: Open Challenges and Future Directions.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments 3D Scene Graphs: Open Challenges and Future Directions

Reference 17

Resolution
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local_arxiv, observed 2026-08-07T13:32:22.673649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.456676Z digest=sha256:81e4ce796240a2d12e97de0fff78b69fb37d1d160330c8be1fe2354f0706739a

Observation 62b17e37-8c4a-480d-b053-de0d0efae09d · outbound

This paper cites SG-nav: Online 3d scene graph prompting for LLM-based zero- shot object navigation,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments SG-nav: Online 3d scene graph prompting for LLM-based zero- shot object navigation,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:30.602136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.536105Z digest=sha256:9a2b36976f64fc98024580f63b26e8bc4e3ec5982d813c981ce77466688171bd

Observation 6699f980-8c7d-408e-9f22-10ee22f54d75 · outbound

This paper cites 3- d scene graph: A sparse and semantic representation of physical environments for intelligent agents,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments 3- d scene graph: A sparse and semantic representation of physical environments for intelligent agents,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:30.459527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.617106Z digest=sha256:fd865fc8259a8c47dbda04aff12342fafd0c411ead6a22ea266f69b274c0838a

Observation 5d13e677-b46f-4301-8ea9-324bc15a9fa4 · outbound

This paper cites Sayplan: Grounding large language models using 3d scene graphs for scalable robot task planning,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Sayplan: Grounding large language models using 3d scene graphs for scalable robot task planning,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:30.321031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.685373Z digest=sha256:eb2c7814ec07ff754559b7cb658bba7b92922cb9d5141dbbf395726a278eaf97

Observation 70db479b-c39f-4821-9904-ef27ff90a46c · outbound

This paper cites 3d scene graphs in robotics: A unified representation bridging geometry, semantics, and action,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments 3d scene graphs in robotics: A unified representation bridging geometry, semantics, and action,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:30.168666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.731522Z digest=sha256:a95a29ec6495ad98f855d7c79f98d94743fd1b68142703eafa2eeb06d4649ae8

Observation 7ae0030a-f32d-4a4c-86a9-64f5427b60da · outbound

This paper cites When LLMs step into the 3D World: A Survey and Meta-Analysis of 3D Tasks via Multi-modal Large Language Models,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments When LLMs step into the 3D World: A Survey and Meta-Analysis of 3D Tasks via Multi-modal Large Language Models,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:29.984251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.804597Z digest=sha256:6b955a14b54bac857d9dc133e455b704a0c1f6adee7162aeffc2f814aef00faf

Observation c7daf3ce-aaa5-4438-9d41-10b3ad2573ba · outbound

This paper cites Image retrieval using scene graphs,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Image retrieval using scene graphs,

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:17.870005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:17.870005Z digest=sha256:3f9bed0b3d541595f5ef919fb0efd58769ab918f1c49b9e00fdc3c072a97ec6e

Observation 3507e114-9e8c-4c01-9582-a15a11085515 · outbound

This paper cites Visual genome: Connecting language and vision using crowdsourced dense image annotations,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Visual genome: Connecting language and vision using crowdsourced dense image annotations,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:29.804442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:17.942922Z digest=sha256:c551269f11b898435b7b532b3c49c66fbe9df5241123dc7169c6eaed1a2090c8

Observation 342e6327-50e9-4bb0-a03a-4976509577e1 · outbound

This paper cites Kimera: From slam to spatial perception with 3d dynamic scene graphs,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Kimera: From slam to spatial perception with 3d dynamic scene graphs,

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:18.016611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:18.016611Z digest=sha256:6cba37346184bbbc55d720fd050e2dac6f88d1e4152ae4ebac36a13631bf14a6

Observation 6bd48283-45f6-4e4a-9174-217663d1707f · outbound

This paper cites Sparse 3d topological graphs for micro-aerial vehicle planning,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Sparse 3d topological graphs for micro-aerial vehicle planning,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:29.641572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.092099Z digest=sha256:e57be8b747a8144da05c2d2c2028a181e70c4ab516403e1dee32b46e1b4a1878

Observation ce8d09b7-47e7-4ba2-bc30-5d6cefb094f5 · outbound

This paper cites Situational graphs for robot navigation in structured indoor environments,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Situational graphs for robot navigation in structured indoor environments,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:29.470898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.187955Z digest=sha256:4d8ba9ab14aa19cde3cb35ea54707a2f88b66ffefa63ffee19cdc62f2b7aa0b0

Observation 21a21caf-491a-4f94-855f-85bad35a5377 · outbound

This paper cites S-graphs+: Real-time localization and mapping leveraging hierarchical representations,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments S-graphs+: Real-time localization and mapping leveraging hierarchical representations,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:29.260532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.263729Z digest=sha256:9a40b9abf1c3757dfa2c3e13ba78198dadc37ed82ed580aef26da018624513f1

Observation da8adbae-fcae-48b3-a4c9-dd6eaa9d32a7 · outbound

This paper cites S-graphs 2.0: A hierarchical-semantic optimiza- tion and loop closure for SLAM,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments S-graphs 2.0: A hierarchical-semantic optimiza- tion and loop closure for SLAM,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:29.070579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.359437Z digest=sha256:c04654f32b74dc8f938d25832d6d58565982dad427b7749dbc1ee761b3df5ea3

Observation 4e011a77-c549-436b-87de-94eb143e9c90 · outbound

This paper cites Metric-semantic factor graph generation based on graph neural networks,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Metric-semantic factor graph generation based on graph neural networks,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:28.830008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.434378Z digest=sha256:84c51f55326323b4a401e0d4bdedf439134c9044ed7c2d976533de70d5085eb8

Observation 70f6b480-42b5-45bf-99e7-afa24441ac8f · outbound

This paper cites Area graph: Gen- eration of topological maps using the voronoi diagram,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Area graph: Gen- eration of topological maps using the voronoi diagram,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:28.565395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.523097Z digest=sha256:512b1963329cb223aad71e53b179c3ba14dd2382d0c79b1409a8953e25eaeb67

Observation c721e3aa-8652-4069-bc12-71dec60833d4 · outbound

This paper cites Towards terrain-aware task-driven 3D scene graph generation in outdoor environments,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Towards terrain-aware task-driven 3D scene graph generation in outdoor environments,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:28.247737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.594999Z digest=sha256:a0c86b987afc4f896115a493ed23431d4e5188b9d5d0525e9ed12ab138262f98

Observation 9b2c66b6-e58d-4a22-9725-5e9d69c2a66e · outbound

This paper cites Terra: Hierarchical terrain-aware 3D scene graph for task-agnostic outdoor mapping,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Terra: Hierarchical terrain-aware 3D scene graph for task-agnostic outdoor mapping,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:27.961656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.667690Z digest=sha256:3426409dc9e5840571751b30156ad1e9fe86a39de57b024ec6eedc70a660791b

Observation ef4e4686-b517-4767-af79-c4dcdafefdea · outbound

This paper cites Hierarchical 3D scene graphs construction outdoors,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Hierarchical 3D scene graphs construction outdoors,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:27.686521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.735706Z digest=sha256:5ae7317629e14cb5081c9ccb204a681488a57f39c1738e085045e09511463055

Observation 1d5e175f-374f-473b-a95b-68bf68fa77aa · outbound

This paper cites Indoor and outdoor 3d scene graph gen- eration via language-enabled spatial ontologies,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Indoor and outdoor 3d scene graph gen- eration via language-enabled spatial ontologies,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:27.462041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.798990Z digest=sha256:560f694eea2d4f402c23e8f8d0ff1a70584a39fa5e5a98c3b05ac957920568ad

Observation c34280fc-91c8-4f38-b2bd-4732486997c3 · outbound

This paper cites Learning 3d semantic scene graphs from 3d indoor reconstruc- tions,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Learning 3d semantic scene graphs from 3d indoor reconstruc- tions,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:27.152664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.860352Z digest=sha256:e52a7351b2691a1c2675db951729f16d3084d7757286be4b0632762c1d35ab31

Observation 6b59fd5a-8d9d-4071-b704-40ab167705e3 · outbound

This paper cites Scenegraphfusion: Incremental 3d scene graph pre- diction from rgb-d sequences,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Scenegraphfusion: Incremental 3d scene graph pre- diction from rgb-d sequences,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:26.895842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:18.949229Z digest=sha256:ad26ad4c50fcc5ea7902ab32528be73ef1af8264f39da648b0950876455a70e3

Observation 0728e401-2fee-4179-a5c5-4c017e1bcc26 · outbound

This paper cites 3d dynamic scene graphs: Actionable spatial perception with places, objects, and humans,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments 3d dynamic scene graphs: Actionable spatial perception with places, objects, and humans,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:26.532166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:19.035366Z digest=sha256:83d8df7afa629eead21e6b5fc722615c159cfccfb28770c4b56db5c09b6e8a6d

Observation b09361ba-081f-44e6-9fce-8becbb232451 · outbound

This paper cites Khronos: A unified approach for spatio-temporal metric-semantic slam in dynamic environments,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Khronos: A unified approach for spatio-temporal metric-semantic slam in dynamic environments,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:26.278330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:19.152154Z digest=sha256:573d0902cfdfcbab3617a572a6150833ecceb85766c1c4b653be05d7be9e4ec4

Observation 52f2ff48-81db-49e5-8631-30f48b9c1b57 · outbound

This paper cites 3D VSG: Long-term seman- tic scene change prediction through 3D variable scene graphs,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments 3D VSG: Long-term seman- tic scene change prediction through 3D variable scene graphs,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:25.967375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:19.227869Z digest=sha256:7c0ebe2dc10bbb9d9f314f09331209bc271b8112bfb8dd0a8f77a809e70637ae

Observation 2e05431f-64fe-41b8-8a0a-b3c5b31f25b9 · outbound

This paper cites Lost & found: Tracking changes from ego- centric observations in 3D dynamic scene graphs,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Lost & found: Tracking changes from ego- centric observations in 3D dynamic scene graphs,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:25.731787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:19.315001Z digest=sha256:aaaf7744f9acd45f654e591819ba1a9d9d93a11ddc7e51c1ebf3ef1b0215ac52

Observation 046a682f-306c-4d82-a8c1-8bee8386fea2 · outbound

This paper cites Fross: Faster-than-real-time online 3d semantic scene graph generation from rgb-d images,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Fross: Faster-than-real-time online 3d semantic scene graph generation from rgb-d images,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:25.425491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:19.398833Z digest=sha256:6874a5e92dd0ce8592b5cd496c190496bab0462bb260ccdbaf8662eb36088a17

Observation 55262e0d-543f-48e2-9151-4fa5d7817c02 · outbound

This paper cites SceneFun3D: Fine- grained functionality and affordance understanding in 3D scenes,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments SceneFun3D: Fine- grained functionality and affordance understanding in 3D scenes,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:25.180008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:19.469554Z digest=sha256:63ce7ffc680125f7ac5f06f934820df41bed7d13d91dcaf58eada0ed54fd14c2

Observation 13db4160-512b-45ba-852b-550f8f126915 · outbound

This paper cites Segment anything,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Segment anything,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:19.540613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:19.540613Z digest=sha256:28e79956024fe5bd95cdceadf15837a788db81bbbe7651695e7ee37bff0bcc62

Observation 1047f025-f389-4d8c-968e-180a074fc964 · outbound

This paper cites Fast segment anything,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Fast segment anything,

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:19.598995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:19.598995Z digest=sha256:4eda0488cd18d0d0c75ec435c281e215f01aa3fb63dfa5d5407200d6bbc339ef

Observation 81a0d8dc-9932-497b-8ec9-69be8bf4168d · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Grounding dino: Marrying dino with grounded pre-training for open-set object detection,

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:19.669488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:19.669488Z digest=sha256:20ee4d34c6ebec1a4464ca7ba854ee4af71aa4d300442834d160217e83ba2ec8

Observation c4c08862-b02c-4468-917a-78f0ed63ee35 · outbound

This paper cites SAM 3: Segment Anything with Concepts.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments SAM 3: Segment Anything with Concepts

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:19.750847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:19.750847Z digest=sha256:78a9adf60275979a1777ed76d2c0827255dee66ca2688c96a9bbef005724c242

Observation 6ef72e82-f85b-4c3f-a9ed-60657704b766 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Learning transferable visual models from natural language supervision,

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:19.815831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:19.815831Z digest=sha256:ee6d2682777b3f6f17633098c2574973432a74c35a7ad4a3430408818839edbc

Observation ed564353-513e-4d37-aeea-8d77adc46337 · outbound

This paper cites Mobileclip: Fast image-text models through multi-modal reinforced training,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Mobileclip: Fast image-text models through multi-modal reinforced training,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:24.893818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:19.880926Z digest=sha256:a3ea37f702725f23c758827a052fdedd975c75bcf48c9fab9f97b4e535ea4962

Observation 9d8dd068-d0ea-4a46-92d2-ac1bb70a6278 · outbound

This paper cites Sigmoid loss for language image pre-training,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Sigmoid loss for language image pre-training,

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:19.957533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:19.957533Z digest=sha256:da56648f293416ce7c878d5d3a204b27f17c866034b9ad4bae4a41dbc9587a32

Observation efda8ac2-be1a-4ec0-af36-e78cdba635b1 · outbound

This paper cites SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:20.017913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:20.017913Z digest=sha256:f91c671df790995d4b64ed2ad6745fbaa307e9865fbc028e5212272a5d3df420

Observation bb7d30b4-1dfd-452a-8d85-bd03990e03f4 · outbound

This paper cites Lerf: Language embedded radiance fields,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Lerf: Language embedded radiance fields,

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:20.102606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:20.102606Z digest=sha256:350e3847cb7d04a4a4b7ba669b5d44191668a8a5438b7821d2d99d920802b56a

Observation 0104502c-7a06-44d3-ab2a-fd6485e2bfc7 · outbound

This paper cites Visual language maps for robot navigation,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Visual language maps for robot navigation,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:24.685256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:20.166967Z digest=sha256:249b5ff63f120b7b58456d929a6c40e28a3caac8f36d0aea841e7d51b7d3a5f7

Observation 11af7019-17d5-4604-8e2f-2a313d611337 · outbound

This paper cites Jiang, A. Tagliasacchi, M. Pollefeys, and T. Funkhouser, “Openscene: 3d scene understanding with open vocabularies,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Jiang, A. Tagliasacchi, M. Pollefeys, and T. Funkhouser, “Openscene: 3d scene understanding with open vocabularies,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:24.536094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:20.271094Z digest=sha256:2c46c2f230e66c606530bf3cb4e6022bf51f92269233b3793502aa6d5f5f5314

Observation 0a0841b4-0ccf-46be-8ebe-d86fbd4a45ea · outbound

This paper cites Language-driven semantic segmentation,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Language-driven semantic segmentation,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:24.421887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:20.345421Z digest=sha256:6758456f033b73c529d56f2cc74d121ed3ece1c50d734be84986431f08e69cd6

Observation e104718d-8693-4aee-899d-7e4a06b76fc1 · outbound

This paper cites Conceptgraphs: Open-vocabulary 3d scene graphs for perception and planning,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Conceptgraphs: Open-vocabulary 3d scene graphs for perception and planning,

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:20.599156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:20.599156Z digest=sha256:fcbd9a97d275c8dea297b88dcec6a8bce34a05458f81d9b723b7d730b13889a3

Observation 39710f22-6ddc-4db8-984a-65321ae08a8f · outbound

This paper cites Findany- thing: Open-vocabulary and object-centric mapping for robot exploration in any environment,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Findany- thing: Open-vocabulary and object-centric mapping for robot exploration in any environment,

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:20.501058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:20.501058Z digest=sha256:1fd52857b4444f589390142a17eac0365d2da924e4c38831db5bfe222b1592f3

Observation 2079e5b5-36ae-4fa5-b3f4-64f17f506119 · outbound

This paper cites The Bare Necessities: Designing Simple, Effective Open-Vocabulary Scene Graphs.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments The Bare Necessities: Designing Simple, Effective Open-Vocabulary Scene Graphs

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:20.851621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:20.851621Z digest=sha256:9f9bec94c9e1fc3df0686a5fa1ac3b8085c65c1ac2eaded3daafdc35753fea4f

Observation 17648e94-ee43-40f9-9f01-d67d3d6c8314 · outbound

This paper cites Open-vocabulary indoor ob- ject grounding with 3d hierarchical scene graph,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Open-vocabulary indoor ob- ject grounding with 3d hierarchical scene graph,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:24.192130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:20.709384Z digest=sha256:b6152bf7179f2d918f707b0e798829c88ff01cbba5aac2e4be1df97b5d6b6e8a

Observation b2a29842-a3dc-4985-b20f-82d82683d280 · outbound

This paper cites KeySG: Hierarchical keyframe-based 3D scene graphs,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments KeySG: Hierarchical keyframe-based 3D scene graphs,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:24.018768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:21.095689Z digest=sha256:f6f212d67bd12f23ba5c8e7af0dca571e67d023f6155f06dfcd3939e0307252b

Observation d7cae621-400d-4eb6-b11a-9a397585c154 · outbound

This paper cites Open3dsg: Open-vocabulary 3d scene graphs from point clouds with queryable objects and open-set relationships,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Open3dsg: Open-vocabulary 3d scene graphs from point clouds with queryable objects and open-set relationships,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:24.111649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:20.971653Z digest=sha256:4dae53b895bc54ed971df1847e3780390514efa9a5421b73f32807f036077dd8

Observation 0b81e41c-6bdd-41ea-83f7-2bfc5eb67482 · outbound

This paper cites Agglomerative information bottleneck,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Agglomerative information bottleneck,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:23.873298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:21.306537Z digest=sha256:4830ac2dc83aa1cf4a4104a56f6d4a431d2b149269b711f0ea454acf218ce3af

Observation 2fb5c24d-30d9-4cfd-ae2a-e710a2f9d915 · outbound

This paper cites The information bottleneck method.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments The information bottleneck method

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:21.204156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:21.204156Z digest=sha256:9a6bbef7b6f17c138052dbd44546dbeee9a285e8c544dbbf532226b541e09e92

Observation 1c9e8616-2ac4-4bf9-9a21-d4975380245c · outbound

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

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Spatialvlm: Endowing vision- language models with spatial reasoning capabilities,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:23.756042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:21.547700Z digest=sha256:c8178b573a2306748ac84a8ac4c666db902fc1459199a95c7a954159d344cb82

Observation c4ff0877-9b30-4d3e-a87a-ab07db7be51f · outbound

This paper cites Extracting Zero-shot Common Sense from Large Language Models for Robot 3D Scene Understanding.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Extracting Zero-shot Common Sense from Large Language Models for Robot 3D Scene Understanding

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:32:22.407522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:21.422550Z digest=sha256:b6b1bcb5068be84a6d5a515eeb507f82225251bc78c1b20459234a732ee6aa8f

Observation a2d53d8e-af85-4570-9f6e-acb9bb2c527c · outbound

This paper cites Extracting Probabilistic Knowledge from Large Language Models for Bayesian Network Parameterization.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Extracting Probabilistic Knowledge from Large Language Models for Bayesian Network Parameterization

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:21.741947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:21.741947Z digest=sha256:400cda5f20431291d293d2ec775b9e67e0c498634b6f38e89e6ff841bee85db7

Observation 73f7e202-c784-4a26-bde8-3efe711e1f80 · outbound

This paper cites LLM meets scene graph: Can large language models understand and generate scene graphs? a benchmark and empirical study,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments LLM meets scene graph: Can large language models understand and generate scene graphs? a benchmark and empirical study,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:23.641863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6e0ffe8b-09d6-4640-bd66-fe20ebec3bd3 · outbound

This paper cites Fast approximate energy minimization via graph cuts,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Fast approximate energy minimization via graph cuts,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:23.532020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:21.900788Z digest=sha256:3f1721cc5f7e6c5c899576df49f6a2a1815e78381b9c61d6d05412f61b54dc9e

Observation 7456445f-0297-4f8e-80fb-994c67eb2894 · outbound

This paper cites To believe or not to believe your llm: Iterative prompting for estimating epistemic uncertainty,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments To believe or not to believe your llm: Iterative prompting for estimating epistemic uncertainty,

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:21.807150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:21.807150Z digest=sha256:8fdee66c2aa682efad0e40dad91251930fa171251794070818f98cf72bf3ff1c

Observation fcda550f-a451-4e00-849c-9ce78a125a0d · outbound

This paper cites Habitat-matterport 3d dataset (HM3d): 1000 large-scale 3d environments for embodied AI,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Habitat-matterport 3d dataset (HM3d): 1000 large-scale 3d environments for embodied AI,

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:23.441449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:22.037838Z digest=sha256:8d3b581381e0b306d0ff2ed0555a4c52e5b68e50e5375c6d8d312d8a23cf8baf

Observation 0fc53580-28c5-4a5f-8a4d-b27aa5570927 · outbound

This paper cites Habitat 2.0: Training home assistants to rearrange their habitat,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Habitat 2.0: Training home assistants to rearrange their habitat,

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-07T13:32:21.963239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:32:21.963239Z digest=sha256:84dcda6bfabce23b0c975ee9ac35788a98239054075fee5596d7983013a9ffc1

Observation 9f57ddeb-c421-433f-a6f7-315bc5327c61 · outbound

This paper cites Toward robust robot 3-d perception in urban environments: The ut campus object dataset,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Toward robust robot 3-d perception in urban environments: The ut campus object dataset,

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:23.057791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:22.222352Z digest=sha256:6a593962fc42c08c9fae51a5af235f3e9086529f0fc4bc16f0276c0754a04acb

Observation d46cd8e1-44d0-4385-a4ae-5d7b7d0bfb74 · outbound

This paper cites LAION-5b: An open large-scale dataset for training next generation image-text models,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments LAION-5b: An open large-scale dataset for training next generation image-text models,

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:22.882291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:22.265404Z digest=sha256:0df52eff451abd5e4efe8661f3c94a7c3c87c14d8abf3b682b909fa7beef4275

Observation d9ccc665-a39b-467e-bf0d-58f9894ee775 · outbound

This paper cites Tartanground: A large-scale dataset for ground robot perception and navigation,.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Tartanground: A large-scale dataset for ground robot perception and navigation,

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:23.191119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:22.158483Z digest=sha256:d79bd86683ceb8c2afe03f222d0c7671ba34573bd92f8fa0e6e09efc02e68b6f

Observation 9357910b-7df2-4d4d-ace5-ffda580fcada · outbound

This paper cites Available: https://arxiv.org/abs/2109.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Available: https://arxiv.org/abs/2109

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:23.310523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:22.114760Z digest=sha256:2902074fac31ffb7a259e98e07a71e3c331f547f236b9377a2ba07d69a1fdb59

Observation adae6dab-dd4d-47bd-8787-7bf4cb17ad7f · outbound

This paper cites Available: https://openreview.net/forum? id=RriDjddCLN.

Prior-SG: Task and Prior Driven Region Segmentation for Scene Graphs in Arbitrarily-Structured Environments Available: https://openreview.net/forum? id=RriDjddCLN

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:32:24.313498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:32:20.413012Z digest=sha256:7c92c46454fd9f6b00b447ed159fc60d60670c05f9e070eae4e21b1a432edfa5

Pith citing papers

No inbound Pith citation observations are available.