Paper Citation Record · LEDGER

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints

As of 21 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2601.19128.

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

pith.paper-citation-record.v1
2601.19128 v2

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:48:21.967074Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T16:14:28.988636Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

verified exact7
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier8
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52dffc0d-bfdf-4bbf-968e-fcb51c640e5f · outbound

This paper cites Mirzaei, M.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Mirzaei, M

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:18.748887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2112b13-8fb4-40da-95c0-49ab7bbc3550 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 2

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:48:18.813959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac104d6-510f-4d02-9865-afdca186d6a9 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 3

Resolution: verified exact; doi, observed 2026-08-03T07:53:28.801456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aea872bf-f199-453a-a5eb-a86f1feed467 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:18.984753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62488a03-a9a8-419f-bf93-f0db8422dec2 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.045662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8d1b04f-5805-400f-a55d-2ff70cde67cc · outbound

This paper cites Agapaki, I.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Agapaki, I

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.069865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f46b05f-7d2b-47a4-8eaa-7a80ccc143f2 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 8

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:48:19.167502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e796d70-6607-40fd-bbbf-8ec77baf1d02 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.199372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6520c4b9-8b9b-44c1-ad4d-235a80a3b336 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.251303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4efc061c-0f9d-4bb7-b647-1e29719cab16 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.282211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f58418b8-e304-4ae3-a956-3b04f365e846 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.340332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4de9be0b-6b88-4f68-b83c-d143aefc6e1a · outbound

This paper cites Armeni, O.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Armeni, O

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.387957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b95b1c4b-8a4d-47a6-ae87-7788b02073ff · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.413889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9129cc4e-c906-4c9f-b1c6-cf5ec530b2a3 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.449536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 156c291e-e61f-4342-8a15-c122b3b6cd1a · outbound

This paper cites PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.515996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cbc70ef-5fff-43bf-a5ec-4b0848b081f5 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.586698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 414d7cb6-93bd-421d-a1bd-7049982cb39c · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.641580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad4a1867-4c07-4a5a-a92c-128061975138 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.679596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af1ad692-3829-4088-8bec-0d9c7c378578 · outbound

This paper cites Thomas, C.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Thomas, C

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.805100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceaf47de-dc34-4a16-aca5-e60a6052b790 · outbound

This paper cites Submanifold Sparse Convolutional Networks.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Submanifold Sparse Convolutional Networks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:19.868454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 670e2ffb-be03-4dd1-9cf1-94a67a98a4c1 · outbound

This paper cites Kolodiazhnyi, A.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Kolodiazhnyi, A

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.004470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31346dee-a3dc-4775-a379-3fb52449f70f · outbound

This paper cites A Closer Look at Local Aggregation Operators in Point Cloud Analysis.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints A Closer Look at Local Aggregation Operators in Point Cloud Analysis

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-03T07:53:28.675277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 315a54dc-1f5d-4855-b32d-03472953b91f · outbound

This paper cites 4398– 4407.doi:10.1109/cvpr52734.2025.00415.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints 4398– 4407.doi:10.1109/cvpr52734.2025.00415

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.133244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbef4081-11c7-482b-a93a-af241761d7b7 · outbound

This paper cites Zhang, B.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Zhang, B

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.182650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f073b76c-3089-4a36-b039-7b25fb3167b6 · outbound

This paper cites Survey of resampling techniques for improving classification performance in unbalanced datasets.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Survey of resampling techniques for improving classification performance in unbalanced datasets

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-03T07:53:28.540512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b76c3424-5c38-446c-8ec4-705fc250fe08 · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints mixup: Beyond Empirical Risk Minimization

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.347144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bce6e2e9-8632-433f-a43e-d833e3d25036 · outbound

This paper cites Verma, A.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Verma, A

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.469071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65e16d95-aa20-4a65-b8ee-8bf938e719ba · outbound

This paper cites LatticeNet: Fast Point Cloud Segmentation Using Permutohedral Lattices.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints LatticeNet: Fast Point Cloud Segmentation Using Permutohedral Lattices

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.531618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9471a12b-3696-4b45-a1d8-66056697b4f4 · outbound

This paper cites SalsaNext: Fast, Uncertainty-aware Semantic Segmentation of LiDAR Point Clouds for Autonomous Driving.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints SalsaNext: Fast, Uncertainty-aware Semantic Segmentation of LiDAR Point Clouds for Autonomous Driving

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.599613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 294a4a8a-c06f-4f86-9a7e-9d5406a8f246 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 32

Resolution: verified exact; doi, observed 2026-08-03T07:53:28.427038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3700e75f-ac77-416f-8858-2af3f25b543c · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.778268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afdaa64f-1d32-41a9-8de2-fb071432267c · outbound

This paper cites Zhang, R.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Zhang, R

Reference 34

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:48:20.856068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef737325-a057-4afe-a123-0b98d879c30c · outbound

This paper cites Zhang, D.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Zhang, D

Reference 35

Resolution: verified exact; doi, observed 2026-08-03T07:53:28.282948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 28b59217-2856-4b98-a756-0f876f3811b4 · outbound

This paper cites Lahoud, F.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Lahoud, F

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.932193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a53e3be9-8346-425d-8fb2-38539cd795ea · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:20.978678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af72df1-ce1e-4310-8782-fe918d256fe4 · outbound

This paper cites Zhang, D.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Zhang, D

Reference 38

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:48:21.025158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10e86368-bb14-42b3-978d-b6f0f3eeca2e · outbound

This paper cites Class-balanced Grouping and Sampling for Point Cloud 3D Object Detection.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Class-balanced Grouping and Sampling for Point Cloud 3D Object Detection

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.124577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4efe3ec8-9d8f-499d-b6cc-bdd0064f65ac · outbound

This paper cites Cheng, X.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Cheng, X

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.182459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9086f2e8-1f15-41a6-8883-3fba21b67fd3 · outbound

This paper cites Huang, Y.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Huang, Y

Reference 41

Resolution: verified exact; doi, observed 2026-08-03T07:53:28.187481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 431efe2e-28eb-492d-8643-6858787ca217 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 42

Resolution: verified exact; doi, observed 2026-08-03T07:53:28.075435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 54bde54f-74ec-4cf3-a574-90fe7deef59a · outbound

This paper cites Semantic3D.net: A new Large-scale Point Cloud Classification Benchmark.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Semantic3D.net: A new Large-scale Point Cloud Classification Benchmark

Reference 43

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:48:21.394500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5237e85-86ae-4c73-ae67-a5d831f90135 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 44

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:48:21.450675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26776a06-1e1e-4640-a1ed-4bde5d05372f · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 45

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:48:21.513759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a89bc503-8cb8-46b4-a863-1b254538542f · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.538938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5560fbf-5e69-4ddb-a879-89321db65243 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.618153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e91bb607-554b-4b37-94bb-f343dbb54b39 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.663925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e93f95c-59b3-4d08-bd94-579183cbe0e0 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.747104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24680875-733f-4ad2-87d8-d10244650550 · outbound

This paper cites an unresolved cited work.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.792678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7627980f-d928-4277-b190-eb4aeb6b7e74 · outbound

This paper cites Rozenberszki, O.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Rozenberszki, O

Reference 51

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:48:21.842480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fd5df6a-0a13-4683-b66c-75e4282f93fa · outbound

This paper cites Pierdicca, M.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Pierdicca, M

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.891377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c5a68c8-08c5-408d-bc76-caf8ce67aafc · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints Adam: A Method for Stochastic Optimization

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T07:48:21.967074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9b17e7fc-244e-447a-a9bf-327d49ba14d7 · inbound

Industrial3D: A Water-Treatment TLS Point Cloud Dataset and Cross-Paradigm Benchmark for MEP Scene Understanding cites this paper.

Industrial3D: A Water-Treatment TLS Point Cloud Dataset and Cross-Paradigm Benchmark for MEP Scene Understanding Resolving Primitive-Sharing Ambiguity in Long-Tailed TLS-Based Industrial MEP Point Cloud Segmentation via Spatial Context Constraints

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-13T16:14:28.988636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.