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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.149389Z digest=sha256:c0239862a032710599b13467a2078a60f28230fd1ac18769728c3be118bb6bf5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.250024Z digest=sha256:29895dbed1a124a5f16f67323f0e3fb749fb444d5774f3cc2c0737cbe14030ff

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.322432Z digest=sha256:08f666bdeca19f9610986d78a5b9ecd8e63d966611ad87e52ea29a35dd650e87

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.460924Z digest=sha256:b5178b134870532295d9feb0785363f8687b6f26f276b27840091b6b5d561428

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.588752Z digest=sha256:6447fe54a44bcb80a4ed69c5d8a1ce8c565f385d851c19ab64db093c912738ab

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.673659Z digest=sha256:03f1d148f5b550c3cbb990c84799d3a63c0e099d93666125116d55d4ac58c779

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.752009Z digest=sha256:7d54f0897bc77e5683e7e8a278173450f8d0b0ecf8fd693f1725f8036068adc2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.839888Z digest=sha256:6fa0394361eda675433175a105c909fb8ec976f5a358be40c93b859ac626f8b2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.916190Z digest=sha256:4aca8615b604f45c02246b8d8a82a78bae8dba02004a46701dc8ee8f5dbeb8e2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.002949Z digest=sha256:6c1f66c9d99beda08910243a084f998d3a93f65b5563a08bf1d5784e1e809048

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.311055Z digest=sha256:334a8e2850f582c0cc41c7b4c5fc13f4eef762a8203d62199c7d98db1b38dced

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.428937Z digest=sha256:ae7fe7c7faa792d276999a2f1a1cfeba623e78aed8eb35995e5640c35529bcf9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.583311Z digest=sha256:f0c90922d93510a1a69f7fc9052b41a88668be632dc11e086b9aa8298fd3ee26

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.647186Z digest=sha256:5fa05fc5b91d1b211181d60ae844c6829ad3ad20655967532cc9297ad1672457

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.768487Z digest=sha256:ad4315758616f972c7a1a64c978b6994080051bfcccec530ebb38af905caf62f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.836057Z digest=sha256:d5909a56bfedf310cb0c1cf7322f5ffda6df36dae4eb22233c5c9d45068ece33

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.996319Z digest=sha256:e4621c4f676fb98d1ab8f3bd9f57f0afdd96c57c4b8c3bd8d8dc9f65639824b0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.059145Z digest=sha256:3979d4d6a0b8d741084cf8cc94bc8e1aa0544d7179f8a9876aac4244ac4ed230

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.186253Z digest=sha256:5bc20e89d0b4f70fb637448a8286811ecbfb2b01054469132216654980549d0e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.247607Z digest=sha256:05ac297295308ee74ca9623edf806e18d6e186072aa28cf246dd6be3e4424fd1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.329861Z digest=sha256:aa0df2b66bb1d7f20ddfafd8745726bb076f2011a41204335ee070155255fcd6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.394801Z digest=sha256:6d948e5ee02546943feaa9f1bcae4dff47e04b0cc2bd2c00bc7e11d31e06ce05

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.487577Z digest=sha256:f36838b46c142cdf41616bda289d5e5329471501200128a79be2322932b23f30

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.602430Z digest=sha256:1cb0d57d6d363bbef3dab40ae0d44b935281b38c574357d6a4e50c159ca91014

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.702653Z digest=sha256:76ca7a168cb62e51c852326e1fb233d0abc7a8721cfe7d29e194dc1dcecc93e9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.758901Z digest=sha256:ba1cf6a4c2c5ea6b3123e0c45546690626d09b924c14371eead2a5be74f447c3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.850460Z digest=sha256:f29d80b8c4f48af7b8990d04814c20410fb2566a897dd98fc4c625b8be8525e3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:46.933005Z digest=sha256:a029ca9337bb7039f8747eb8da09ac64f5cb92f5090d3d01a221a9f47b572716

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.017506Z digest=sha256:cbd834d12952bcad8839f58d9523581f03e9292c4d9ba16303497f09e899dde2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.207226Z digest=sha256:2191c9980e02fb4c48eda0047907cdec025c266520fab525462a940a49c0485e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.278477Z digest=sha256:b498b3d08218de14852491ffbee1d9ff8c2546d8f9b4f79fa0e1f006e1725ffb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.410893Z digest=sha256:cb69a4abf1691cc15c61aa75025a94847fba46db010d325521568107165639b1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.504066Z digest=sha256:22f5535acc8c04c48bed35843379fdf44f2b721f6775b642a694e82af85e3159

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.568345Z digest=sha256:4b80992af0a454cc3b1888151f7cc01ccb5b6c55ac32eda9b775a40cc8de11a2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.640051Z digest=sha256:0fc6e60382d46b1aeeb270209f9260041d0b128abc586c487a694840aeb041c3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.690145Z digest=sha256:f5989871d821ed5e904f6fb82e1bc6f1f481b0167f4cc6eb9a2e7e4174eaa80e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.751746Z digest=sha256:8395f67dd0c6413b3ed75177e0b76c92962b01f0b2360af112a2812e80a4f99f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.905820Z digest=sha256:193d29157fddba71d1137371440569607bce6037f8cc9eb6b3ef84b3d35d1190

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.122059Z digest=sha256:01b540f91315077e3f9214ef6e5e5744607493645af920ce22d15a56b284469c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.213840Z digest=sha256:bc8d97a846998412a603d15e29a8bcfd03fbd57553ca88fe7a125421fdd78fec

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.281956Z digest=sha256:d8bd61966aee50ee9f1f48480b921c64c5da6de14279ac4d7baeb7bd989003db

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.379763Z digest=sha256:77362e5b82a7c1885697827d56d0b5525785dfe262693b6eef4486248afad64b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.585146Z digest=sha256:f6a0fec6cbf1541b4297cca54f1872dea1b8758f5a54da8b94f2f2bfd929e03c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.646091Z digest=sha256:872ca1c2acacf8ff84bbdef53763e82979096143eba08c20da41c82e6575b8c1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.736770Z digest=sha256:523e6a97c08a02f018b0038eed5c6cc26fe1abbc18da31384bb983e4298456c1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.836545Z digest=sha256:1baf4483caa7dfb1e06d316c525293c3fcc5b4c3fc57103a82f197480fee9d8c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.016654Z digest=sha256:1a2afd9f5482a3c9c3f9c79192d0133223b7e020cde447cfb0b7b7752b17746b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.168021Z digest=sha256:1de53675a57d2e87f76e480a7dc05903efb85beb02a2512aef418c905b70aac7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.216740Z digest=sha256:b7ae3dda9b98fac861c49c801bf5aafec157db721400b878a6b8ae4205c1156e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.334764Z digest=sha256:ad22129dc93c656973cf0119bfb802724987faf842ac71e4e86beaa73137e005

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.532342Z digest=sha256:a0562f87518436cb6449cb16f4fd2b8975c9f0504e89cf199e426cd6a803b1c9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.667935Z digest=sha256:a6dea7a2448794c6e9247e5ffd5ffd03d44e0c47228c33fad9ff64a59c25b9ad

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.734868Z digest=sha256:a6ad614e0b570a51dbf5780bb12aeaa760dd8f584eaa70be28305e0ad3a4b785

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.815133Z digest=sha256:85a30846063ff33ebdb2b5cb37a9721fe5d9276e4e99c7557732eb9298fc819b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:49.895357Z digest=sha256:216ca981e6ec547bad4915d1a293822079b2c32077074db5ccd08578da96cd27

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=sha256:2f5198ec8f5042579833d33986a1d0427baa4eb66d08e2afeaaadb3d457790c0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:50.118214Z digest=sha256:236de8cf0aa2481742c4309ea716f9fd1695d3363a99c00840277b005e43eced

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:50.223650Z digest=sha256:8199d33211da615129406c7495fc1b607cff51ce744fbd8ddc427f53b7108d16

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:50.335504Z digest=sha256:4738f4327f085a1309ce8d49d38eef9fb4b2e82487feb0865020d4359f6fcb90

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:50.417005Z digest=sha256:736a3a84bad159fb84bb38af3f8042e9894de35684d6f30ff6b62958a9c30551

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:50.490796Z digest=sha256:38f0c12b73694ec46aa0503054bd997a0ac03854373a44daa90f895072d04f72

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:44.397183Z digest=sha256:301c20052041ffed176feb6409ed4e1759b86b583bc50a8291dd58d04139291d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:47.121913Z digest=sha256:98fa3d697f8e3fb48218942e0f24a9c88caebceafbeb14a50128994d5db79ea0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:48.935999Z digest=sha256:b2604fc498ccd05c31f0e00c9f77783be61965da8444be2040f9425284c5818a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:30:45.182852Z digest=sha256:2ea541556130821a8fae0171f52c0565763e753ad23390aef47cf3d5e7fe1191

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.