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Paper Citation Record · LEDGER

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM

As of 7 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2607.26595.

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

pith.paper-citation-record.v1
2607.26595 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T12:42:39.674319Z

measured 12 of 12 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

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ff145f8c-f607-4932-b8f6-74a35785d2a4 · outbound

This paper cites 3d gaussian splatting: Survey, technologies, challenges, and opportunities.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM 3d gaussian splatting: Survey, technologies, challenges, and opportunities

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.631626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.631626Z digest=sha256:61a31c04533db3c0b5426efe751c444a34eb6b1f08467ceacba63eeb575805ec

Observation dcd7d7d4-0bbd-4ebc-b82f-ee5ee152fc10 · outbound

This paper cites Quality assessment in the era of large models: A survey.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Quality assessment in the era of large models: A survey

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.640205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.640205Z digest=sha256:0533673ba010afac87878c8b98cdde0d742d2e8ed36b04f440b10d64f3903bb3

Observation fb09616c-94e4-4edf-ae09-2b67ecdb2e20 · outbound

This paper cites Large multimodal models evaluation: a survey.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Large multimodal models evaluation: a survey

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.647636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.647636Z digest=sha256:619f5ac00255b20edfd48d6ee8092f81072d2ce29655d5d2e10476cce924d34f

Observation 1ff5b282-f79d-4402-8016-08cce630e0ca · outbound

This paper cites Compact 3D Gaussian Splatting for Static and Dynamic Radiance Fields.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Compact 3D Gaussian Splatting for Static and Dynamic Radiance Fields

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.651856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.651856Z digest=sha256:a3da2d3e9a7f27d7f99463da69fa097cf047d0d6e3d16abd14ba83b1ed928fad

Observation a709ddc4-e06f-41c9-ad0e-fe781bf9708b · outbound

This paper cites Image quality assessment: from error visibility to structural similarity.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Image quality assessment: from error visibility to structural similarity

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.656342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.656342Z digest=sha256:8384f86af83b8493e60b12e12f3164d1ccf55f0dcd4d118fd0662c4fb0508049

Observation 0d292633-1b05-4f9c-b935-785a218fa352 · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.667029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.667029Z digest=sha256:a33ef89c05007ff4155cf3de79ced2354928dc9dbe60ce30a6be2177bf7177b8

Observation b133ce50-1256-4aa9-a896-a429d02128f4 · outbound

This paper cites Image quality assessment: Unifying structure and texture similarity.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Image quality assessment: Unifying structure and texture similarity

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.674319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.674319Z digest=sha256:d5ccb08e49e662f1907b0bbf10fd50dd469583e5df328ba4da766c9f5bffdb7c

Observation 74354c7a-8d85-4740-a542-f8dac5ae343c · outbound

This paper cites Blind image quality assessment using a deep bilinear convolutional neural network.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Blind image quality assessment using a deep bilinear convolutional neural network

Reference 2018

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unresolved
no resolver link, observed 2026-08-01T12:42:39.659909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.659909Z digest=sha256:f7d6a2929d273dc39c54b69686ee8d8dab42c72a2ca38b9ed7c6be86fab25c00

Observation 11f697c8-0f46-4326-a902-f919462485a8 · outbound

This paper cites Tanks and temples: Benchmarking large-scale scene reconstruction.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Tanks and temples: Benchmarking large-scale scene reconstruction

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.670824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.670824Z digest=sha256:c6925750bac625b61bbc5368707778e47f1ad468e061aa0598442cedc4b833c5

Observation e50c12bb-0eb7-409b-ba88-3ff8183a5682 · outbound

This paper cites Exploring clip for assessing the look and feel of images.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Exploring clip for assessing the look and feel of images

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.663546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.663546Z digest=sha256:5e8ac666914d2383dda833452939a5b9570c84216b7a7aa51cbc3a3a4c120850

Observation dc03f89f-d816-4790-8572-f15114003855 · outbound

This paper cites Com-pcqa: No-reference point cloud quality assessment via complex-valued feature learning.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM Com-pcqa: No-reference point cloud quality assessment via complex-valued feature learning

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.644012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.644012Z digest=sha256:39b6d3f1f25ea3aaa556bf9657dca725b0e12665573cdf5830c3d5a6e6aa9e90

Observation d2b6a8cb-7ecd-4d51-9855-de97b2deab7e · outbound

This paper cites 3D Gaussian Splatting in Robotics: A Survey.

SpatialQ: Understanding 3D Gaussian Splatting Scene Quality via Visual-based MLLM 3D Gaussian Splatting in Robotics: A Survey

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-01T12:42:39.636061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:42:39.636061Z digest=sha256:53251e261061a03f6e577b452e8281deb9a950eef8f4c5cb534ca4d6268820a2

Pith citing papers

No inbound Pith citation observations are available.