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Paper Citation Record · LEDGER

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks

As of 10 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2502.10475.

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

pith.paper-citation-record.v1
2502.10475 v2

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T21:08:26.101140Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

26 of 26 outbound references displayed

  • verified exact0
  • verified fuzzy16
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9081e004-26c3-482d-945c-230a5d6b8b5f · outbound

This paper cites SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination Disentanglement.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks SF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination Disentanglement

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:25.545346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:25.545346Z digest=sha256:da96d8babc2879b28dc441b126ecd16cf443d4c32eeaa82fcbbdf0c4d7f386e0

Observation 0af12247-b001-4391-b4cb-3c021a9fa1fc · outbound

This paper cites pixelsplat: 3d gaussian splats from image pairs for scalable generalizable 3d reconstruction.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks pixelsplat: 3d gaussian splats from image pairs for scalable generalizable 3d reconstruction

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:29.218510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.592185Z digest=sha256:919e45776c1afc9e62a30418920717aba3164bc68fb908a94495ffc2b0218120

Observation 9a658491-c9be-46c7-833b-b479be29bc1e · outbound

This paper cites Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:25.706546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:25.706546Z digest=sha256:d253c3dd0519aa9d0f423f56f2e66c4d018b6928d1a8cf9c325ade53f9392882

Observation 64ea1583-54d6-45da-b1e1-0f3ca430465d · outbound

This paper cites Mvsplat: Efficient 3d gaussian splatting from sparse multi-view images.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Mvsplat: Efficient 3d gaussian splatting from sparse multi-view images

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:29.194079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.771422Z digest=sha256:ea6cd853f91f8ff5eb9a4cfe7dd300e4f4d8364141a6544c7be06d1fed6ef2b1

Observation 9381c50d-7345-48bc-9bc3-3e0ebed92a02 · outbound

This paper cites Objaverse: A universe of annotated 3d objects.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Objaverse: A universe of annotated 3d objects

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:25.775504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:25.775504Z digest=sha256:bf0bed883982cf57c563d51a3a74213e36edbda6a27a86766dcb465ad1d5695f

Observation 900fb21a-bb61-46dc-bbf8-769db0c18ac9 · outbound

This paper cites The stable signature: Rooting watermarks in latent diffusion models.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks The stable signature: Rooting watermarks in latent diffusion models

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:29.141004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.796200Z digest=sha256:e05c983ee9528fbed4e361a0da0c73e5ac9b287f470b4f432aedf5e5929bfec9

Observation c5e5a93c-d944-4b73-b6fa-fbbb19655551 · outbound

This paper cites A robust 3d point cloud watermarking method based on the graph fourier transform.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks A robust 3d point cloud watermarking method based on the graph fourier transform

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:29.129717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.800816Z digest=sha256:45280c080b569b06e0181ad89e742d65f351853c1ac8a2e5e3eb36e777e34691

Observation 6b0e870f-4290-42cf-8a87-4d9e1040da36 · outbound

This paper cites Splats in splats: Embedding invisible 3d watermark within gaussian splatting.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Splats in splats: Embedding invisible 3d watermark within gaussian splatting

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:25.804980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:25.804980Z digest=sha256:af747668b8543c2ea1da87a2bddd348a03e1df6beef30c071f12a871fce710c7

Observation 11d57c72-de74-433e-9f63-7f6e970d1c94 · outbound

This paper cites Gaussianmarker: Uncertainty-aware copyright protection of 3d gaussian splatting.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Gaussianmarker: Uncertainty-aware copyright protection of 3d gaussian splatting

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:29.118585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.815330Z digest=sha256:f8ebc969181efd60286869c6b25a4ebeadef8d48a965e639346b3c21bdbbd028

Observation c2e0fb6c-ec7e-4ffa-bf18-badff08cbc79 · outbound

This paper cites 3d gaussian splatting for real-time radiance field rendering.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks 3d gaussian splatting for real-time radiance field rendering

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:25.820082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:25.820082Z digest=sha256:b4a0478c822218ef09a4d83abdf3d76d2e6885c6c7d5e8dbb0c6dae2c62d0f4e

Observation 18518553-0fe4-4c07-b8a3-7d785a4d63da · outbound

This paper cites Set transformer: A framework for attention-based permutation- invariant neural networks.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Set transformer: A framework for attention-based permutation- invariant neural networks

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:29.063306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.823868Z digest=sha256:725cbd3951275a1875394f12e814d934cc015a6bb5eb0c28267c137a31f51564

Observation c82c7803-1261-4bb9-8efc-0720adb9af8f · outbound

This paper cites Steganerf: Embedding invisible information within neural radiance fields.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Steganerf: Embedding invisible information within neural radiance fields

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:28.952909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.827629Z digest=sha256:7673c0da8ba13650d5d762a2ee2ae622f3ba28ec460eafb9e6722f1acabd2d5e

Observation 593cd107-74b6-4c94-be03-c1ba82c56739 · outbound

This paper cites GaussianStego: A Generalizable Stenography Pipeline for Generative 3D Gaussians Splatting.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks GaussianStego: A Generalizable Stenography Pipeline for Generative 3D Gaussians Splatting

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:25.832339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:25.832339Z digest=sha256:e5d18c8ce5b2c942128ecc6a0583f01b9438e8f1502159facf6e59ee4ea40e7d

Observation 2a6de4cd-d90a-4e9e-af57-f25fe3176278 · outbound

This paper cites Instant3d: Instant text-to-3d generation.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Instant3d: Instant text-to-3d generation

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:28.795688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.837478Z digest=sha256:a4ebfa96ef538a6d975264155c0db9dba23ba84366575f89b01ae869a67a8f03

Observation cf984b13-821e-4167-aa3c-107b230fa4ba · outbound

This paper cites Copyrnerf: Protecting the copyright of neural radiance fields.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Copyrnerf: Protecting the copyright of neural radiance fields

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:28.638059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.842229Z digest=sha256:0a56099bfa79f5b55f1d34a4fe51cdbee8f2fcde57fab58bfcca46b1c9e83eec

Observation ecfdc9cb-6833-47cd-b073-74fe552a25c7 · outbound

This paper cites Safe-sd: Safe and traceable stable diffusion with text prompt trigger for invisible generative watermarking.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Safe-sd: Safe and traceable stable diffusion with text prompt trigger for invisible generative watermarking

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:28.508089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.846359Z digest=sha256:7586c3b24b197512d4c02655e70a4cee9924a6b8aeac56672765095e37b45774

Observation 8081cb0d-f1c6-4af9-8f5d-19f35b362404 · outbound

This paper cites A frequency- domain approach to watermarking 3d shapes.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks A frequency- domain approach to watermarking 3d shapes

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:28.228589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:25.952858Z digest=sha256:835ea84b51b5206a51c25c92a1a313391ac22ab3d38b8cf5b3879ad9ac52aeff

Observation b09c9901-bdc4-4a59-8c8e-4a8cc372993a · outbound

This paper cites Pointnet: Deep learning on point sets for 3d classification and segmentation.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Pointnet: Deep learning on point sets for 3d classification and segmentation

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:28.046785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:26.006172Z digest=sha256:94221571e7d24114c47f0e3991567850dc505395cf8bbff8b68874aa42839a13

Observation 97ce7ac1-1047-4e47-bbf0-bedcae02ffc6 · outbound

This paper cites Gamba: Marry Gaussian Splatting with Mamba for single view 3D reconstruction.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Gamba: Marry Gaussian Splatting with Mamba for single view 3D reconstruction

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:26.054690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:26.054690Z digest=sha256:02869b6610e883385985bb94aa55642881b5c08613cabcb85ac5ec347a0ae9b3

Observation 4139c481-a38d-473a-abb7-f3b986be971e · outbound

This paper cites Efficient attention: Attention with linear complexities.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Efficient attention: Attention with linear complexities

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:26.070534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:26.070534Z digest=sha256:d01d3678bc91ddf1f6a2dc0cadccd2d5616effd9ba4bb3aa9f136b0b6e792111

Observation 524ca0f2-4a42-4fb9-b006-d7fd6dc70b45 · outbound

This paper cites Splatter image: Ultra-fast single-view 3d reconstruction.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Splatter image: Ultra-fast single-view 3d reconstruction

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:27.855443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:26.074570Z digest=sha256:9fb4f8d8630b73826cd23fdb1dceea599e373c84a528e16f5c4975601cb67a8f

Observation 77ca8ff1-f2eb-4d5c-8deb-17939eabc488 · outbound

This paper cites Logo-2k+: A large-scale logo dataset for scalable logo classification.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Logo-2k+: A large-scale logo dataset for scalable logo classification

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:27.545773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:26.078592Z digest=sha256:fdf49b5716129aa46c9b4422c4fe666714546964392d799eb3311a931f5c42f3

Observation 14a2572e-ce04-4c05-a08c-187feef14561 · outbound

This paper cites Point transformer v3: Simpler faster stronger.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Point transformer v3: Simpler faster stronger

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:26.087288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:26.087288Z digest=sha256:baa579c65c7c0b4e92210f8a53b93acf4d3ca74540757e6e1a537a7b2760e83d

Observation 8fc0cafc-10ed-4c46-af8d-93c5400fd48a · outbound

This paper cites Deep 3d-to-2d watermarking: Embedding messages in 3d meshes and extracting them from 2d renderings.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Deep 3d-to-2d watermarking: Embedding messages in 3d meshes and extracting them from 2d renderings

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:26.807086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:26.091660Z digest=sha256:3bfaa53804bc121ae55c47353a63573cd6e1b926faf18d3758314c7acce42976

Observation 2d61913b-d4a5-4715-8aee-e806ca41c5b5 · outbound

This paper cites GS-Hider: Hiding Messages into 3D Gaussian Splatting.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks GS-Hider: Hiding Messages into 3D Gaussian Splatting

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T21:08:26.095405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:08:26.095405Z digest=sha256:05e2e9932c326bbcc4cc4b915c2c04fab7f615ccc9974974f4b90325185e3b15

Observation b08e3298-3a72-4888-943d-8d086debe304 · outbound

This paper cites Rethinking mesh wa- termark: Towards highly robust and adaptable deep 3d mesh watermarking.

X-SG$^2$S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks Rethinking mesh wa- termark: Towards highly robust and adaptable deep 3d mesh watermarking

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T21:08:26.611385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T21:08:26.101140Z digest=sha256:71eb0ce474106fa417b30e75fceafe8dae1085d74c8b96cc6f1b80f1765a84f9

Pith citing papers

No inbound Pith citation observations are available.