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Paper Citation Record · LEDGER

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

As of 11 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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.149389Z digest=sha256:cc2f7881fb90014a041d973a7dedfe41bf85197e0a749f11ad04f3c54da204ba

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.250024Z digest=sha256:b3a7daafce6c1327c57841877575f79d693443d991b1f129593e2ed2e99742af

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.322432Z digest=sha256:d0ebdf9bb8bfb18949c14aad64745ae54cea2f21f0d1c5be35196bbd8fae6082

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.460924Z digest=sha256:c83255932f921f12da1c9f0a4429d99f9c6f874a6d8ffe92f5506b700d3348fd

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.588752Z digest=sha256:c5dcdb5b4272df4bf0d618bae2658159f1dc0521430d5c41fec1a88f0faba6fe

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.673659Z digest=sha256:8148bdac312c44565d69fccddacf71373698e377ed19973fa47208817cf4fae8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.752009Z digest=sha256:888608554c47bc581aa9d93c4c8acdefbe775ffa39514d44fe7dacab5f7cbe3b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.839888Z digest=sha256:37e01e5e12bb59883b8a0bb9a660143b9e7c0590a5799a2bc5ace6d362665de5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.916190Z digest=sha256:866047ef6df1365b6321c1627b4b0367729f891e142051dc92050bff5412eb74

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.002949Z digest=sha256:eb4818a7652adcc5ea16034968d67af034f4edb1d0afaa4a43e800720ef49375

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=sha256:6d65acf96d4c9dfc67a2202dcfc1dbe88d450e751e7e39a634aaf86c17ca45d7

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.311055Z digest=sha256:32dcd150982a096015af763dd563e8559541e8f631b4503284ee3a9ee5b3dac5

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:fdf42a0dc4ac806038d6a0547b9fb9df1b37a8fe34fad08da638cc490ce6af37

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.428937Z digest=sha256:a56af439c91eb91eca8225368d10606a1acc0fed7b783407991d13a73551f838

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:dba3221c120e75e6263632681a868640e77a2df5b9e624f6ca4b9785b7609e37

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.583311Z digest=sha256:25f65c99cea2c5a1b82e1786a729f0fe62ba106d6d3f2161f50bcc047ae2d84f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.647186Z digest=sha256:f0055d9b3103b3a1620a524561efad0d75b8f17379748a5749f91e1bcd0b2ecc

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.768487Z digest=sha256:489d1d33dbecee5ff6393fd6eb18c3c028a9f06c2623923a956cb8e7817214de

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.836057Z digest=sha256:7cc6ed3119f14ebdafe946cf6fb8be5b8fec37c8294c5dffb84da9646ed2a960

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=sha256:45daf599b3735210b68ed5d87327d71fe7f395c8f05579023f648da7b9b2b4c5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.996319Z digest=sha256:a98c96f82a85f1ebebd28aa6c0423df5b3b3000ed6608aa8f3521590bb10254e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.059145Z digest=sha256:fef03257881b511a397da8274e9869f65a1c5a38a17052ff38fee9dbfbea25f3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.186253Z digest=sha256:3459393e0c5cfc03338f2b6dd0ae786280fde3639c38bcf070fc8dec3d368a62

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.247607Z digest=sha256:b91eb30159c9439edc2ee27d3d820cfbf0e5c0608ff571203808e0f535e466df

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.329861Z digest=sha256:c39105a35a0d18bd9d3d82f9e9d5681bd6eadcac2c0e2691403b38b8151df11b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.394801Z digest=sha256:2c18f07bf843dcb3855d653ffbe815f3d6ab053ce4674101937cb4672c660537

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.487577Z digest=sha256:c1ba8a7b2da4e5e480f1c677713c2a3a27ad62baea71947a1da466e23f92ef2e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.602430Z digest=sha256:cd10f771f3a72bd3360b0a7b2fb1eaf0de6af0480c752f2431def2147e0b21e5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.702653Z digest=sha256:3ffcd1cdbb8992daa089bcc02b9de153fe44059414ffb4aa72548106e04afa32

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.758901Z digest=sha256:21182e12c36a6f2c3102f9cbceddeb0bd12a3ad634ab4486ffd6b2dff62dc66e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.850460Z digest=sha256:8906c0a3644b70502875634a625098de347465ea669a5d12f930f0d95270dfe6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:46.933005Z digest=sha256:c28e32861b71d8a06e4831285e43377e510d536dda39db78b7fffd5f3fdb12e5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.017506Z digest=sha256:f170573de5aa3054764b74d49cc132714ffb2d9d8914aa74fc379fd030082e65

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.207226Z digest=sha256:32473e8d6cf7d86e0e75dc50821abf34d6dea3a43474b545216794633e7e84c8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.278477Z digest=sha256:6c278a5ec5d417df5830f45f175a4b222aea20d239178cd1cea7645ee4cd0298

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=sha256:2c9130eb7deb79597197368f6168d9e6085597085e33830eaa877f0ffee98d87

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.410893Z digest=sha256:e8b4731fdac56b021ba4fc9b64f1b639a631b6a167be5b7b6bf8113dc839a2d5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.504066Z digest=sha256:345fa0d6ac7466fb1eae4a54bc422b8b53e4872f4fbafba6adf4b1eb3feaf5b0

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.568345Z digest=sha256:1d4244e951237c3d1aab03e1bbddc432764b84f7219019c5cbc9f85b59ce1ad8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.640051Z digest=sha256:91d14d5b447950b87b212d4a74a9de91f21f8926ea919f8ccfbbdcd290393d37

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.690145Z digest=sha256:ac8c7501778411c82eafe05760d8bf534cdce17540198789649493fb0593ba65

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.751746Z digest=sha256:f157bc9bf76a6fb002c9d3ede4e68c6e0e55f2ca8abca044cf0cb855d7b4c215

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:a2b6b94b82a80d3d1a1674c226e01d1d36f1e81d68f7453cbcc823f7f60e7c4b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.905820Z digest=sha256:e15e886cfae98aae3648e68ad37a3ac5dbc23be9406372e491c3e8aa6f195b5d

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=sha256:287ecfa4595087b9a4175741d2db94d75ead9e543730a18cdc5a9daa669014f5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.122059Z digest=sha256:2af4478d096db435ed6e887361a596c7a22f6f1d867b2139912f6afac7c8f790

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.213840Z digest=sha256:9c80fdf604e5c1919cc8c16c51719b23e36d449c05b68879195076bfc05171c5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.281956Z digest=sha256:a95ca74fc4a4afecc3f2a9f8b2b3340b4ca3e8e291c4ac041038de7ce4bf15ad

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.379763Z digest=sha256:eac046691154dd13a97e009563b40dc9a52f0eaf4c8e7cae32d533508b8b9dd5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.585146Z digest=sha256:ac605bf49c4e259f26b6b4982a2c10ebb7cb7d2bf2cd9e6a3c36872da4588173

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.646091Z digest=sha256:0e6d4e4ab5bd6b13fcaa1cb6eb62a8fd14c3f9eb5b9fe3d552c958baaff72786

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.736770Z digest=sha256:54813102ee73bcb214109aa8bc6a04dc1b678366ae63c0cf4c24a50a9c83bda6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.836545Z digest=sha256:a73f149d805b18d204849ab41e4212f8ca5566a4f119be3545d7d15e6a7a1f72

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.016654Z digest=sha256:36ab600fd2734616b21a53fdf5adcc4e0949193076d33a03a1d37df383ec8813

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.168021Z digest=sha256:47016521ca5ee3eaa1f8aa735459c0e40de2dc8a594a440406ea8ca8c1a7e98d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.216740Z digest=sha256:dde913a93fd821066d9780d7761941447c019b5210b6e3d5a2d2ee771eab8b2c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.334764Z digest=sha256:8ff21195bc43ac4c1afa34c850473c924d952af4401cede010d0f3e8b7696d43

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.532342Z digest=sha256:1531a7055cd370be18d290e0089d6e7e5d094f2cb0ed635bb2ea9c80aec935f3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.667935Z digest=sha256:c16cd3d632de280082871a3e2ff2b1b4680029820b439533710bb53289097e08

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.734868Z digest=sha256:ff8cbfeef33af19759eb301c43adfaf2c9e70553af36c0fa4c8db84b93c191d3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.815133Z digest=sha256:da81a0e39d524633882003645bc6e09ea0297180e812a1cd1dd24f0cf48f68cf

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:49.895357Z digest=sha256:854c7b1cef20a576cc254313c2058e83a61bb22c92ea10eecd637d807a646e07

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=sha256:770954f59070875276f854643f904e934525506e112b00a003363cad6f45367d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:50.118214Z digest=sha256:2ff137364f1810ea8ffe87a859d30c190487c8724b2d6d3439672aa339809d24

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:50.223650Z digest=sha256:4459ef0b459c8f67bad3e2e130dc1f8c824dae756729cfa31165c0ad26feb621

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:50.335504Z digest=sha256:c0d4049dd259b8a16457d160aa9ebc53d9318154c90cc7376bcf8f4945f97615

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:50.417005Z digest=sha256:0f9e527b4de2a38798820382cef6c2c81e63e20699f693289a6c7e22c759655a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:50.490796Z digest=sha256:6e253999c6e076abfac2d485a0d376662fef8a44d0273d1873545a8ed9fa67f9

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:44.397183Z digest=sha256:dac60fb7cf215320deecda9261e7aa725d73e8f5638de21f35b28e7debaeaddd

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:47.121913Z digest=sha256:541d3c1f123e0229dcf11d9d1efc13d6212dc27c7afaabaaf84882bf9f25aabf

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:48.935999Z digest=sha256:034764d77dd95a3d1c154bf7c1b13f532b61d8256ba8e0b08ccfdcce237bcba0

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T11:30:45.182852Z digest=sha256:651488ed968ee1cc476456717eab41025e2785c25ae49cec46e1f78ecbe7eca5

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:c6128fc4f823a0a3fe57b7dcd9efb9aa072146a69dfb625d6db0ce80da42bcaa

Pith citing papers

No inbound Pith citation observations are available.