Paper Citation Record · LEDGER

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation

As of 19 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2502.04111.

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

pith.paper-citation-record.v1
2502.04111 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:33:01.858348Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

34 of 34 outbound references displayed

verified exact1
verified fuzzy23
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 26e8a94d-4fd2-40c9-a67a-d5a6d1e15493 · outbound

This paper cites Qi, Hao Su, Kaichun Mo, and Leonidas J.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Qi, Hao Su, Kaichun Mo, and Leonidas J

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.445733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9ceb5097-a2f5-414e-a310-58714d9148be · outbound

This paper cites Guibas, ”PointNet++: Deep hierarchical feature learning on point sets in a metric space,” NeurIPS, vol.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Guibas, ”PointNet++: Deep hierarchical feature learning on point sets in a metric space,” NeurIPS, vol

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.430933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3afd0afd-56dd-403f-8904-f9dc46a53aaf · outbound

This paper cites an unresolved cited work.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:33:02.415688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0a8cb73c-b731-4cb5-bf31-44c215e23cfc · outbound

This paper cites 23192–23204, 2022.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 23192–23204, 2022

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.400511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d9d471cd-8ab3-4526-971f-d8f83c22e869 · outbound

This paper cites an unresolved cited work.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:33:02.384652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 640a0747-5f6b-4f37-8505-43e473628705 · outbound

This paper cites Qi, Leonidas Guibas, and Or Litany, ”PointContrast: Unsupervised pre-training for 3D point cloud understanding,” in ECCV, 2020, pp.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Qi, Leonidas Guibas, and Or Litany, ”PointContrast: Unsupervised pre-training for 3D point cloud understanding,” in ECCV, 2020, pp

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.369766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fadc50f2-bd4a-4c0e-b694-6a3dc9e83a00 · outbound

This paper cites 8489–8499.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 8489–8499

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.354915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 19579125-a952-4a0a-bb23-d3095e33739a · outbound

This paper cites 14930–14939.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 14930–14939

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.339807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6d7c373e-54b9-4d96-a97b-8e0f138f026a · outbound

This paper cites 6423–6432.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 6423–6432

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.324169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 837eb4d6-280e-4f39-a6b7-f17dfb65f0f8 · outbound

This paper cites 4690–4699.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 4690–4699

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.309628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 364be748-c08b-4025-a496-73666438f8b7 · outbound

This paper cites 5265–5274.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 5265–5274

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.294086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1fb3e109-ff7b-4f37-9af0-fd93f64c2fdf · outbound

This paper cites 4166–4175.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 4166–4175

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.279029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 11ff29ef-815d-4a21-b5a2-ae16c2f849c5 · outbound

This paper cites 12576–12584.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 12576–12584

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.262835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c681dd79-3305-4e69-ae64-0d701059618c · outbound

This paper cites GeoAuxNet: Towards Universal 3D Representation Learning for Multi-sensor Point Clouds.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation GeoAuxNet: Towards Universal 3D Representation Learning for Multi-sensor Point Clouds

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:33:01.944168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aa92d5c8-6f2c-435a-b924-2fd1d32a28d3 · outbound

This paper cites an unresolved cited work.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:33:02.246475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c86e0b19-df7a-4e62-9458-e11a5d20e2a6 · outbound

This paper cites 17682–17691.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 17682–17691

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.229415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a0986e11-718f-41a1-af5b-af0ffd05d236 · outbound

This paper cites Qi, Jean-Emmanuel Deschaud, Beatriz Marcotegui, Franc ¸ois Goulette, and Leonidas J.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Qi, Jean-Emmanuel Deschaud, Beatriz Marcotegui, Franc ¸ois Goulette, and Leonidas J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.211766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d8dbe84b-0b1a-4f31-979b-e25f2ec33a2b · outbound

This paper cites 3173–3182.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 3173–3182

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.196215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 52eb3716-c5af-4cc4-9f2a-11ab78b63578 · outbound

This paper cites an unresolved cited work.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:33:02.180374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c26a9e09-a8da-4dc5-b575-1643c7950710 · outbound

This paper cites 4558– 4567.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 4558– 4567

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.164627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 290a90bd-c46c-49ce-9b97-6c0c8df1e078 · outbound

This paper cites 11683–11692.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 11683–11692

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.148130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 13afa160-320e-4a48-96b9-8d6b0fb4c816 · outbound

This paper cites an unresolved cited work.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:33:02.133975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e7735d71-9347-49d6-acff-d4cdfa4eff2c · outbound

This paper cites an unresolved cited work.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:33:02.119032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9697c1bf-c4db-4349-a0e1-67849aefb5bc · outbound

This paper cites 16949–16958.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 16949–16958

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.103515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation eaebc803-6074-4e8f-903e-c70edafec446 · outbound

This paper cites an unresolved cited work.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:33:02.087129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b2ccb687-5432-4a05-97c3-e00b21cb7458 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Representation Learning with Contrastive Predictive Coding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T23:33:01.818639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0306e7a5-99d6-453b-93ec-e4d98aa7ec69 · outbound

This paper cites 18661–18673, 2020.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 18661–18673, 2020

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.071324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 69e453bf-0084-4c5e-bea3-74bef2f93096 · outbound

This paper cites an unresolved cited work.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:33:02.053967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 41342f5c-6c92-4941-be55-5948455f335c · outbound

This paper cites Prokopyev, and Eduardo L.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Prokopyev, and Eduardo L

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.035070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4188ef99-134c-4043-ae73-5c93b5a8fe46 · outbound

This paper cites 9729–9738.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 9729–9738

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:02.014721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation da0a5483-65b9-40b9-b60c-42368e9805cf · outbound

This paper cites Martin, and Shi-Min Hu, ”PCT: Point cloud transformer,” CVM, pp.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Martin, and Shi-Min Hu, ”PCT: Point cloud transformer,” CVM, pp

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:01.996944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6663e58d-6efd-4748-8334-613f4b9e7797 · outbound

This paper cites 9621–9630.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation 9621–9630

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:01.979018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bdd69b25-21f6-426c-a08f-4435f939607b · outbound

This paper cites Joint 2D-3D-Semantic Data for Indoor Scene Understanding.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Joint 2D-3D-Semantic Data for Indoor Scene Understanding

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T23:33:01.853262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 893cf283-48e4-4cf1-9466-83e3ed8f0bd8 · outbound

This paper cites Chang, Manolis Savva, Maciej Halber, Thomas Funkhouser, and Matthias Nießner, ”ScanNet: Richly-annotated 3D reconstructions of indoor scenes,” in CVPR, 2017, pp.

Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation Chang, Manolis Savva, Maciej Halber, Thomas Funkhouser, and Matthias Nießner, ”ScanNet: Richly-annotated 3D reconstructions of indoor scenes,” in CVPR, 2017, pp

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:33:01.960638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.