Paper Citation Record · LEDGER

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects

As of 12 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2412.14837.

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

pith.paper-citation-record.v1
2412.14837 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:54:12.296923Z

measured 40 of 40 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

40 of 40 outbound references displayed

verified exact1
verified fuzzy2
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4eba444-8429-4b9d-bc97-253d271288ad · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.083911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56bd0099-5e44-44d4-8f2d-8eece276a520 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.943262Z

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.

Observation 7cb83e7c-f1bd-4cc5-81ab-ee7c9947bc7a · outbound

This paper cites M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.097240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbfb3cae-ba7c-4155-81c3-92bfe812f245 · outbound

This paper cites ShapeNet: An Information-Rich 3D Model Repository.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects ShapeNet: An Information-Rich 3D Model Repository

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.103852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60d9fbac-3657-4f54-8b2f-1e40ed227a34 · outbound

This paper cites Z.; Chang, A.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Z.; Chang, A

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.110328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab48e6c-01b6-4596-b486-1785aae70646 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.915974Z

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.

Observation 05ee6e70-cc03-453a-b866-ff9a6811713b · outbound

This paper cites X.; Savva, M.; Halber, M.; Funkhouser, T.; and Nie ner, M.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects X.; Savva, M.; Halber, M.; Funkhouser, T.; and Nie ner, M

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.121809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09464061-6cef-4efe-bbd2-c187463dfec4 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.887974Z

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.

Observation ec0a4219-6c6d-4d3f-8d8f-12a40e515fd1 · outbound

This paper cites J.; Aydin, A.; Anvari, M.; Chakravarthy, A.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects J.; Aydin, A.; Anvari, M.; Chakravarthy, A

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:54:12.872088Z

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.

Observation 7161e2bf-43bd-471c-82d3-30e448d732e2 · outbound

This paper cites ImageBind-LLM: Multi-modality Instruction Tuning.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects ImageBind-LLM: Multi-modality Instruction Tuning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.137975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4b75e8c-6355-4fcb-8254-9e673aeeb1a4 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.143872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a01932a2-833b-4809-9562-75330ef27eee · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects LoRA: Low-Rank Adaptation of Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.149636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f217f645-8772-4c3f-85ee-db2aaee3defc · outbound

This paper cites Chat-Scene: Bridging 3D Scene and Large Language Models with Object Identifiers.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Chat-Scene: Bridging 3D Scene and Large Language Models with Object Identifiers

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.155293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 937b7e58-1a13-4162-bc7f-19fea111115c · outbound

This paper cites W.; Ouyang, W.; and Zuo, W.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects W.; Ouyang, W.; and Zuo, W

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:54:12.845110Z

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.

Observation 4c2a30bd-ed24-480e-a543-011ac5154fc1 · outbound

This paper cites VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.165562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea740673-5635-47a8-a4e2-58ed3648f850 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.828422Z

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.

Observation 1f394a30-2806-4438-983e-bb41fa41a576 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.812145Z

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.

Observation fc0fc551-4020-4dce-aa47-b940b76235e6 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.795760Z

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.

Observation 2fd829d4-cafe-40c8-9995-dc243bf01359 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.186619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c1a25e3-db98-43dd-bb84-8f2ad2307bf8 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.192248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c633191e-5463-4997-8830-537f158a9fc6 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.755879Z

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.

Observation f884e237-b94a-4cc3-9a5d-df1d184cec34 · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.202539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32d11f17-3717-4c79-9c18-232e6ac51adc · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.715560Z

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.

Observation eaf9acfe-0843-47ca-bbbe-ca3968719211 · outbound

This paper cites Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.213142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c75dd284-cefe-4a48-a722-1a0acf3d38a2 · outbound

This paper cites Any2Point: Empowering Any-modality Large Models for Efficient 3D Understanding.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Any2Point: Empowering Any-modality Large Models for Efficient 3D Understanding

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-11T11:54:12.451241Z

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.

Observation e59c69aa-3e6d-40ff-a806-a42be20aaeac · outbound

This paper cites Human-Timescale Adaptation in an Open-Ended Task Space.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Human-Timescale Adaptation in an Open-Ended Task Space

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.224128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f33047c1-0fe6-4020-bb81-fd8716232ba0 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.229409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc58ae4d-6415-4da6-99a9-fec846f4711e · outbound

This paper cites A.; Pham, Q.-H.; Hua, B.-S.; Nguyen, T.; and Yeung, S.-K.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects A.; Pham, Q.-H.; Hua, B.-S.; Nguyen, T.; and Yeung, S.-K

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.234620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bbbb230-86a6-40e5-a97f-184117a37bae · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.685791Z

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.

Observation ae9a16fa-f088-4cfd-8757-db6a21116add · outbound

This paper cites Robotic Skill Acquisition via Instruction Augmentation with Vision-Language Models.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Robotic Skill Acquisition via Instruction Augmentation with Vision-Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.244661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c56ffbaf-ca7a-48d0-99c4-ddd88aa970cc · outbound

This paper cites PointLLM: Empowering Large Language Models to Understand Point Clouds.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects PointLLM: Empowering Large Language Models to Understand Point Clouds

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.249927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85727abe-9394-410d-a960-1be20053baa8 · outbound

This paper cites ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.255226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaef4128-3b70-423e-ada1-6e307dfbd13e · outbound

This paper cites 3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects 3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.260380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a6a2e94-2866-475e-9043-6805c4db69f1 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.265618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d841ff3b-c44a-4f9c-a44c-bcf4b02b4986 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.657879Z

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.

Observation 16b14b7e-99c9-4704-82c5-b08f3a7b1526 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:54:12.640382Z

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.

Observation f1ea3a65-44c9-46c2-ae19-fcbe09a84ca2 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.281283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecbd6147-5744-4607-9425-359bf1e99765 · outbound

This paper cites an unresolved cited work.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.286234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e53f9ca-59e7-4678-931e-754e8456c8e3 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects , " * write output.state after.block = add.period write newline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.291419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9f699e3-3556-4e1d-9643-fe6f74296a65 · outbound

This paper cites write newline.

ObjVariantEnsemble: Advancing Point Cloud LLM Evaluation in Challenging Scenes with Subtly Distinguished Objects write newline

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T11:54:12.296923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.