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Paper Citation Record · LEDGER

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation

As of 9 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 0 inbound Pith citation observations for arXiv:2507.22668.

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

pith.paper-citation-record.v1
2507.22668 v1

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:30:50.490796Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

73 of 73 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved66
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 021f0117-2dcd-4466-8cad-bd8e1371f30a · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.585715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.149389Z digest=sha256:efdc0c4db96377930820b638d143f73a5a72fe187c6e480c198d2bc261f0ca3f

Observation baba8806-41fd-443d-938b-ca812a5ad995 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.563565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.250024Z digest=sha256:1c6d02f5e1e4dd1dd2b190026c0e182bcba0ca0e88e389bb517e4c1ee0cf48bb

Observation 243cc1d4-220e-40f3-b267-799725a7d931 · outbound

This paper cites Behley, M.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Behley, M

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:52.546405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.322432Z digest=sha256:794be32bd3663b75594c879105a6c3ec0c5c56307b112d1a6c23e31c6adfb8a5

Observation c46908c9-72b2-447b-b37c-d5b45ab2972d · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.510628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.460924Z digest=sha256:1cf7cae99fcb8321c8f5f3438a00988f8179e4c7c12aecee06f543823501cff7

Observation 10de3635-e91f-4670-9b60-272cc36c8086 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.490012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.588752Z digest=sha256:1c4f3d824390bc42c4f9a57ba612299f1cc7099c1a70f3d87bef74d0860008a9

Observation 50484bf8-17d9-4341-a804-631af07cb1e9 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.469800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.673659Z digest=sha256:90340833d54914cc92a6aefe8774ab30d14fa6ac8200dc36fcacee63f196a7d1

Observation dc126fe6-dcf4-4a05-aa3a-f86222905276 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.452326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.752009Z digest=sha256:4f73b0a9ffd404b19213a9129d209afe3bbd79befc8eefb2598b5700c21630fe

Observation 133a53a5-18cc-4776-93e2-e7bb40e189e0 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.434840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.839888Z digest=sha256:f8a9739bffb75d405d9eb5b49b37d710dd340514fedfa8c697f93966d1a3a7ec

Observation 12d31f41-1266-41d4-ac59-7e8ab696dabf · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.417404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.916190Z digest=sha256:23f03d0cf73bef102a8cdffea01ef37531b3e3f1cb3863c8b7c5cefed04bba71

Observation ad309b53-dd68-49f7-8e33-2e7510142fa3 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.393603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.002949Z digest=sha256:ff406ceb68cfd67a06957dcb71f396ec3ee0ee14d6f6c9fc980cd0b275405b71

Observation e50668f0-0c51-4f17-9be5-99d0ada31478 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:45.089705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:45.089705Z digest=sha256:2c27b5fc2a1ca783d15eed26f6e4329e39a096351c1f9c77b4da694c5f6cd2d3

Observation d4700309-e0e3-49bd-9e4d-2211251a23bc · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.342724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.311055Z digest=sha256:fe3201bfdc6f683d1ac51fc91b3320c6978731d14eae5fe47a30c81951fd5215

Observation f40a929d-3ebf-43e0-bd97-b411e346a6b7 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:45.385689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:45.385689Z digest=sha256:a55a856a4fafa5d01c0b779304a54e51507a2536c7fb72f55ce74e0e2ba4f9a7

Observation 52a78b50-2f0e-4b8f-8251-2ca8ffbc066b · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.312815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.428937Z digest=sha256:ea090474af4cf7141633128724fbd0c3706c32783771d5d29f8b69e43f7c7028

Observation 6c07cc88-ab59-4ca9-993c-cb09684e055a · outbound

This paper cites Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:45.517113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:45.517113Z digest=sha256:a59d791d18691abd4e36bc1ba2c07bc43c34ca85dd039c2c09b12918cf833ec0

Observation 93c19133-d865-402b-a24c-df4d5f5c770e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.293381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.583311Z digest=sha256:14389825e980fbd49be6a5cd0c35802e0e5f10f9e1f86c7836dd46bad87b9918

Observation 43b8e5e4-e977-4be3-8d49-abb4e7ed1f09 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.276828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.647186Z digest=sha256:59db081b28eb8455aff9096fdcbf63ff9dfb597a586db24db3b3d9b4a2745967

Observation 1a51a2ff-ddcc-4f50-b0fa-e5686bc73d2a · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.256307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.768487Z digest=sha256:c6439e03d0df3663794f5a106a2c6d531955d29570002c880839bc6699063fa5

Observation cfb15a5f-9cfc-4ee6-8afa-14744199abeb · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.240365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.836057Z digest=sha256:b36d533552dcf3f672742d3d04ada47b151685832f7843c7a9e4e3a29a8ee162

Observation 56a91d8a-93cb-4a2a-9e01-c9617fe9acb5 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:45.926627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:45.926627Z digest=sha256:1671e155dcfacb6525765ecf74491e3ff3ce53ceacb2834e92ad50e8255fdbc1

Observation 8891aeeb-d2ea-44b0-8b5b-8374a02f4f88 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.201953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.996319Z digest=sha256:31959b4e98e7aa920e0d772078c10816885549c92c96c7cad228e96eccce4067

Observation 121dabe1-2d03-4d13-a624-f5c6b9998756 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.173763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.059145Z digest=sha256:9a871eb2d84ee92842df32dcc9a2ae63320a397506d2b10f6c9a59d41d38d30c

Observation 5cb23354-2fac-464d-929e-3240ef20203b · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.145950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.186253Z digest=sha256:f2cf09e72bf61f809fab672acfc5dec59da1869adbf4a9f6e1bb348c7c3f1db0

Observation ea1478a4-0acb-4b9b-8f27-36f6927264ef · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.125592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.247607Z digest=sha256:952616eb5b391ed9dccc40289210072fd95bd3332f9d7df37c04ae4eabb3026d

Observation 4ec5fc27-1f99-42dc-a4dd-0d6020ea0a47 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.106349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.329861Z digest=sha256:aa614a2d228c0490a3f2a79ff34d138921e7a02d51cb9d01be32843830bbf172

Observation c3810e6e-859b-4cd7-8642-1384c0272fdf · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.088450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.394801Z digest=sha256:f5a798d4a35991b8a451d4e2979f063ab3ba5d49101e3e81b47fcf1ff266324e

Observation b3205483-c1e1-4c4e-a51d-ca9fec214dbc · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.069981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.487577Z digest=sha256:40381c748afadca46030baac07ed17243cbaedeabc554d3ea0459a49f3e665bd

Observation 71ec055a-5f88-4ceb-9f0d-fa2c7aee092a · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.053269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.602430Z digest=sha256:c0dc275f19595cee696ea11c18bd6222b379ebd42841659f6c7cf86323cdc83b

Observation c7923dac-aff4-4ae9-94bf-3bd0bb66339e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.036323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.702653Z digest=sha256:0c7a5369c1be756fc800c9072518c2f6db9b4f98b6feaf40a75ed06b4113499b

Observation ddb60172-802e-43f7-bb59-57668fcbeee5 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.019988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.758901Z digest=sha256:f4435653c5402777c8774f83e572c9c2862447e85b35cb9ae3bbe614f07b6d01

Observation 9634526a-7005-4836-af4e-c5f3d27fe507 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.001086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.850460Z digest=sha256:67a372c8781b5f193771ce083ba8ca35cbad774fad27d910f411c8e6dc56e6e2

Observation b0aa17e4-9752-4947-bf6e-a917882491c1 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.982486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:46.933005Z digest=sha256:4c7ec0d5f5e7c4651bb556e1d9973091c55623c4cb6c19e77aba8f04d64e15fb

Observation b047d3e3-9fbd-4c8a-8736-3fee2cca3d76 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.962985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.017506Z digest=sha256:8499e0bca44e1cea918d575dcad61f34ddeed332aa0e9133e2b867351e7632db

Observation 0c600eb8-0936-4940-b770-a2bed3bc58d7 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.929718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.207226Z digest=sha256:6344888924d725c91bbc4f25d61bc0d46f012b8bd5b541ec7d947f5013d670c1

Observation 9c9960ce-97f2-405f-a1af-2875ff79ddc4 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.912714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.278477Z digest=sha256:8f60f364e49ff371b24f5eda6bf3ca74a2e2414e834cb220a6e9cef88b949e98

Observation edc56919-87b0-48a4-b2d3-17d4a0b08538 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:47.331893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:47.331893Z digest=sha256:f2cd4d31ecd8668a104de22b9f42bf96d3b050356b7539818143edaa83a5148e

Observation 75a9359d-e856-4bbf-8328-ca10d9a09b6c · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.874598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.410893Z digest=sha256:bb08e6c1f672c77c2244afeee48327b2d0caa1b68b9ef06ab1b1fe2bac53d2ee

Observation 3a179d20-bf52-467b-b697-8f4b7c8bcaf2 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.850950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.504066Z digest=sha256:9c54ddcfb2d6dd715f4a0ad8d03ba84069e579d9b2e19585f08a210db9cc9cfc

Observation 27472f80-094a-445a-aaa2-d508f2f7fa51 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.832711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.568345Z digest=sha256:5b1f534794441f9bd035c1643c169cb7c6db8451ca80ea010bbef5c3e4c57789

Observation e5cabdd3-e776-4c3c-afb6-03a2ba26cf47 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.808310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.640051Z digest=sha256:49fcfd398d5de3d8b63d3e4bb793869714f344c436fd9398b05a24794b16fb89

Observation 052790a3-f2a1-4e19-80df-1b33720354f9 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.789206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.690145Z digest=sha256:54ea87ba0b92d4f07cf34cc4faa7808ebd4cfae3b190ffd4bcc9f0e260ea3466

Observation 69dd6427-f8e4-4d6c-8bdc-948ac2c451b9 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.768385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.751746Z digest=sha256:5c3c99db31840ec543adf7a388a8653607ba02f132d9d27640a02fe1979fe410

Observation 52605594-3913-4a06-a21a-4b8d3b128295 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:47.811145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:47.811145Z digest=sha256:aee2e6b71bb0681c60e1cf6c5f2f38ac829405a67ef032f47249dfce1082185f

Observation 3433bd9a-0e2b-4fa4-b658-871ccb7c301f · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.733849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.905820Z digest=sha256:fd8ea832ad914cddf59bd9953c9e26e81ae95352adb33e1ac804263aeeee9405

Observation 24ca0099-68d9-43ba-8b95-c006007865f2 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:47.972043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:47.972043Z digest=sha256:ab47dbd47ac7cd4b99ae008058666b90e8e3a3819a968954d654eeae9e4d5c69

Observation 167f5190-7c51-4569-bbef-fd085010896c · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.717458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.122059Z digest=sha256:37551edba63e53ce267f1f5ff25430b5ebbea68577720af5b440be0ecc1cacb1

Observation 51890223-d184-41f2-8d48-34d907c5b286 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.698712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.213840Z digest=sha256:59a12c16da585ce462ec8820053552aa6bf9f2e72a58c039c1171074286d1ecf

Observation 8cd4f060-0441-4a0a-bf95-0c6d71fbf37e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.681558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.281956Z digest=sha256:58be4e6eec9da95efbf450f82721451560ef4d1e0577cbdf7554fab3a44f86b6

Observation f86cb538-f343-4705-9a17-3a0e78350e3e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.664215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.379763Z digest=sha256:c18437687d979b7831e2514cb29560c29d2a9823169c2a1bdd857b6891628078

Observation c8afc0e9-2f81-4fc7-ae82-9e217f1428df · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.646352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.585146Z digest=sha256:09cd3b1abecaad442d99cbbdf0de4017ab5c50b830e2674b71e74fb1fcda1c7c

Observation e68317b6-aa06-4255-ae05-b665fbc7ee6b · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.628507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.646091Z digest=sha256:43a539a0a2cf546373aaa2d507dffb0a6d84ac75efbbdb5ea68d33330a4f04f8

Observation f0c4b93f-d8bc-4abe-bd9b-983bb54ffeac · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.611893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.736770Z digest=sha256:2f110d5c2bfd5763996d6f3b5d49f200061799707bfd977484e60c9a159ef3ff

Observation 292d5d7d-b150-4bc3-b2b0-73f8e38a6db7 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.591933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.836545Z digest=sha256:ba67434db7b34655f42494c73038acbeb601632dd83a2ea5c9cbc54687ac18d0

Observation 1325284c-bd00-47bf-b03c-f83cbded5344 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.554892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.016654Z digest=sha256:d8a3a30a019898c65043b69669602149c0d448767bfcdc9ef22f2280870bd58d

Observation 14994981-7d91-404c-aadd-523af1779bb8 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.539368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.168021Z digest=sha256:c8195e6adbd0057c99ec558b9ef8dfc19dd9cf605e9dd56c49734bbd20d4c154

Observation fddb4032-7f57-421c-8092-4f328fad9379 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.521308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.216740Z digest=sha256:585c75a93b0b3809f446171831a8999af2b0bad4f8d0e6259c1da4ef31c96419

Observation aefaed1e-6fa2-4704-aeae-768d49d1f574 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.503448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.334764Z digest=sha256:3175ca9da0fc6339aba1d3783796d0467479450c85b8f08233ff9b5098e3256b

Observation 89617a7d-e893-471c-b4e5-f4507340bea8 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.484692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.532342Z digest=sha256:316de93b242dcac5ae28a477f405e1da823fa5d62a2ba3d913ec7e0c16f5d607

Observation a4d18cae-2dc6-4f4f-a422-c8ad3b1d0206 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.464393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.667935Z digest=sha256:73b21e93249e3de46f01d45a2e0de1aeb5009084d186c072c796b7361e5a931e

Observation 685e73d4-d72a-4c5d-9fff-4121e9727049 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.447723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.734868Z digest=sha256:9f158d988ee9c2aaef6f8c2e6f73fed76a0c959a789c4340a7614d8338d1208a

Observation 24c02dc4-252e-4a47-a903-b4ddc2c4d36e · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.432543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.815133Z digest=sha256:5e56a1a546fb0bf4d4843f6fd99cafe045e26087a73fbf364464f25f85960998

Observation aef07fd5-a2fd-473e-bc54-b3e899583853 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.413296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:49.895357Z digest=sha256:d2f5ab44b20885c01e8437fd7834a7df9b512b279e3b35a243a9452388ed5d4c

Observation 801fc857-f31a-4b6d-a8b8-f82695d0c543 · outbound

This paper cites Cylinder3D: An Effective 3D Framework for Driving-scene LiDAR Semantic Segmentation.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Cylinder3D: An Effective 3D Framework for Driving-scene LiDAR Semantic Segmentation

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:49.973999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:49.973999Z digest=sha256:30377f2f064165eaa86797f300d316595e8c80c8ca6a74f3bc9c7c63f19bfd1f

Observation 69832df5-7b02-4247-927e-36ee3b8acde9 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.392191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:50.118214Z digest=sha256:89f6325bccaeef711767768b985a338ea2796058f7b1fca9736836bf678af456

Observation 66088354-44a4-4ed9-a8ff-90ba8dc0f668 · outbound

This paper cites WMSC testing mIoU.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation WMSC testing mIoU

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:51.374465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:50.223650Z digest=sha256:ffb07adbd94ce87239bb8d642b7336e3e1a030feb89f340cc5fb31c81325cbeb

Observation 7faf6941-9d3c-44cd-b62c-8144b364a413 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:51.357485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:50.335504Z digest=sha256:4c8f807c10d469d02e24c32fa2dbfea080bbd9e21f3fc0e6e64519c2c3bce0f6

Observation 8687637d-23b1-4d8d-bab2-0a6e5e3bfd63 · outbound

This paper cites Once nodes are sampled, edges between all node pairs are activated based on the empirical relationship probability distribution obtained from the training set.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Once nodes are sampled, edges between all node pairs are activated based on the empirical relationship probability distribution obtained from the training set

Reference 72

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T11:30:51.301113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:50.417005Z digest=sha256:4a2c8987e0ab37dcc0d36441086fe280f9e4b71ee2138e232f8e3fc37ba96f78

Observation fc7e2bc0-0881-4cf1-aaa3-a159f93e182f · outbound

This paper cites This angular difference is calculated using the dot product formula: cos(𝛼) = ®𝑛𝑝·®𝑛𝐺𝑇 |®𝑛𝑝|·|®𝑛𝐺𝑇| (18) and we enforce the constraint𝛼 <𝜃.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation This angular difference is calculated using the dot product formula: cos(𝛼) = ®𝑛𝑝·®𝑛𝐺𝑇 |®𝑛𝑝|·|®𝑛𝐺𝑇| (18) and we enforce the constraint𝛼 <𝜃

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:51.119788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:50.490796Z digest=sha256:7b886d04a3bc739eac9ff08afe5784e1067986d5c223eecb4c1c08cfa2a6c212

Observation afe0a90f-77b0-40a2-955e-03ffa462cbd3 · outbound

This paper cites an unresolved cited work.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Unresolved cited work

Reference 2019

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:30:52.529221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:44.397183Z digest=sha256:a9db258f769e5420389f62f39b7de8ea96708c6916bb877db77ba2c70df159ce

Observation e505d75d-ffed-456b-9736-d4d3b32f4fa9 · outbound

This paper cites In 2021 interna- tional conference on 3d vision (3dv).

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation In 2021 interna- tional conference on 3d vision (3dv)

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:51.946904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:47.121913Z digest=sha256:296e3f6b66b0c9c80cf6f1b30bdef248cd54e275d228d428daff5db8a204d4ae

Observation e8278f66-199f-4b39-ba19-23059ce6ef92 · outbound

This paper cites Advances in Neural Information Processing Systems 35 (2022), 11035–11048.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Advances in Neural Information Processing Systems 35 (2022), 11035–11048

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:51.575007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:48.935999Z digest=sha256:ac0ab55fd2938917079c1ad8a7e2a5a6260988acfb84e692bebdd6584f5314b2

Observation 553eeaf7-66a6-4eac-be86-b042023f9a3b · outbound

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

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:30:52.362102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T11:30:45.182852Z digest=sha256:9d4388881a156313bb45b58fd3279bb59f7ae58120eb1d869904fa95feb00942

Observation 3419aad8-57e4-4933-89cc-9e346c230d87 · outbound

This paper cites Sonata: Self-Supervised Learning of Reliable Point Representations.

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation Sonata: Self-Supervised Learning of Reliable Point Representations

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T11:30:48.510923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:30:48.510923Z digest=sha256:63e15e8ac778296b2fcab912bd5b2ce5ec341e744e03748e347cc7ba5a4efbaa

Pith citing papers

No inbound Pith citation observations are available.