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Paper Citation Record · LEDGER

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS

As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 4 inbound Pith citation observations for arXiv:2508.04968.

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

pith.paper-citation-record.v1
2508.04968 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:42:32.675898Z

measured 35 of 35 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:40:56.309221Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T14:17:02.533885Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact3
  • verified fuzzy2
  • unresolved26
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4a1c27f2-07c9-4d67-910b-9d702666708f · outbound

This paper cites T.; Mildenhall, B.; Verbin, D.; Srinivasan, P.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS T.; Mildenhall, B.; Verbin, D.; Srinivasan, P

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:42:32.902698Z

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=arxiv_source observed=2026-08-05T23:42:32.606081Z digest=sha256:6b57c49c0b0b8770997e761b8c7cf43fd7bb3c08c5860ce1a3635b449574d420

Observation 75377a45-842e-4160-b406-da6bb8081d0a · outbound

This paper cites Revising Densification in Gaussian Splatting.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Revising Densification in Gaussian Splatting

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.609299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.609299Z digest=sha256:e36ef5cd93cd5a2856b32b140e17f304f11879b26f8ff55e4589ebee4950b994

Observation ea3e2541-b412-4222-a123-c8c61704a314 · outbound

This paper cites Does 3D Gaussian Splatting Need Accurate Volumetric Rendering?.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Does 3D Gaussian Splatting Need Accurate Volumetric Rendering?

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.613224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.613224Z digest=sha256:f2ada27c398f7736c3e00e099d8f9b27baf7329252b0571738c28b4f42177694

Observation 530f53b9-f9db-44bd-88d0-b0ab74d9e1b3 · outbound

This paper cites MASt3R-SfM: a Fully-Integrated Solution for Unconstrained Structure-from-Motion.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS MASt3R-SfM: a Fully-Integrated Solution for Unconstrained Structure-from-Motion

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.615601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.615601Z digest=sha256:7829be6f8c9b14b74e19cd9087dcf798757fd28d0d1f20bf76c996c00257c233

Observation 446f319b-fea3-4196-aed3-05418a15eded · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.895855Z

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=arxiv_source observed=2026-08-05T23:42:32.617939Z digest=sha256:90cb128badbc57e0ee0224ee811cf888df8c9edccc98d9547e1e890b6100ade9

Observation e7f426bd-5a6c-4dbc-8e9b-7d3e888192f4 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.888536Z

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=arxiv_source observed=2026-08-05T23:42:32.620880Z digest=sha256:95aed447fe41e960a490599d768098c5c85fcdc23e03de5bfeda0d1721183adb

Observation 3420f850-3c97-45e6-933f-aa3d7f6430d4 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.881218Z

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=arxiv_source observed=2026-08-05T23:42:32.623829Z digest=sha256:8049c8f220e82b9efadf9c0a567c3d04f0c9c8d1015f358fa4236df2c493a4ba

Observation 70afddef-bc13-44c9-a80d-cc9c26c9b92c · outbound

This paper cites View-Dependent Uncertainty Estimation of 3D Gaussian Splatting.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS View-Dependent Uncertainty Estimation of 3D Gaussian Splatting

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:42:32.727806Z

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=arxiv_source observed=2026-08-05T23:42:32.626175Z digest=sha256:b105c38cf7418dc4a278323351dea2988e3f2ad311351fc7559887d604158c31

Observation 2ec759e7-bfa8-4b5e-a2c1-2c1779bf9328 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.874807Z

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=arxiv_source observed=2026-08-05T23:42:32.628362Z digest=sha256:70b287fbe5791b8cc91d414a669333ec375b9037e7993ed2ef0f45fd8c8fe250

Observation 96229caa-b600-49a8-a0f2-0d7923244523 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.867163Z

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=arxiv_source observed=2026-08-05T23:42:32.630982Z digest=sha256:f508c9c56ae8e2e2d8fda1da2fb9f5a3440b92b31d57a877a28338213d36454d

Observation e86be5c1-eb4a-4d22-989c-474088e9d723 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.860580Z

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=arxiv_source observed=2026-08-05T23:42:32.632816Z digest=sha256:7c0f3b9b05a1ddf4499444bc46e69324babf26529138ee5b536ad408fe6c6323

Observation b6beb0c8-e26c-458c-888f-67d86db6db39 · outbound

This paper cites P.; Tancik, M.; Barron, J.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS P.; Tancik, M.; Barron, J

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.634597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.634597Z digest=sha256:687bec5d41d589d14c4f37d1f901acabfb53d9829b43917d7edd1eaf2cba7c59

Observation 0dbfd914-338f-4401-9be3-8f7d2a19dee0 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.636439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.636439Z digest=sha256:b0bb47f9678169d7bf94b6c675c49120b9149d29205df11048090cb1614c5f45

Observation 24a2c80f-e3da-4073-840a-553acc8e8ec5 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.845570Z

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=arxiv_source observed=2026-08-05T23:42:32.638259Z digest=sha256:3c2b33deb9fcf081293cc1fba591fced4a3389ddfca4ab6ac9dd00c9fea524d8

Observation f5a7969e-8644-4977-9ac7-0a04d1cb7949 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.640210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.640210Z digest=sha256:164387d6359c20cae92a9db702c82da5579ee98f41a11c476d85cff2147da097

Observation aa3fcd53-64a1-48ff-ad4b-22316cb6c508 · outbound

This paper cites Volumetrically Consistent 3D Gaussian Rasterization.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Volumetrically Consistent 3D Gaussian Rasterization

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:42:32.719490Z

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=arxiv_source observed=2026-08-05T23:42:32.642094Z digest=sha256:0e51e4b6260156d9e4bed576d97eec65d2748ed9737d054204c35be98a8156f7

Observation e95a5fdf-d763-498b-be75-50a5bb88c3b9 · outbound

This paper cites L.; and Pham, M.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS L.; and Pham, M

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:42:32.833904Z

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=arxiv_source observed=2026-08-05T23:42:32.644190Z digest=sha256:ba3af4be3ca2718e2567edde2771b90a240e87d1aa3e814da14ad6bb4754c2ea

Observation 37602170-7ecb-41fb-9db2-c7db64cece2e · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.825665Z

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=arxiv_source observed=2026-08-05T23:42:32.646322Z digest=sha256:340917c59437e3aa65c9d3c15e7f5238b6450136a93849cc4526b898b3e39dc1

Observation 24399089-c53a-4fc7-8f39-deaa6741e08d · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.817330Z

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=arxiv_source observed=2026-08-05T23:42:32.648062Z digest=sha256:c6e85dbb47abede21067c46e0c3b2343dc7fccb7a58763fd4b399020ddf6a1a6

Observation 72eeaba3-9168-4aa8-a0e6-49208e3bebd1 · outbound

This paper cites C.; Sheikh, H.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS C.; Sheikh, H

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.650507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.650507Z digest=sha256:83e6d09c3fbf8cf93cc3ff05cf2147cd89f9d08c9c8fc9b46b878fadcf3f2c91

Observation 8e0409dc-8dec-4c24-ac68-a483a8cd1599 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.803734Z

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=arxiv_source observed=2026-08-05T23:42:32.652426Z digest=sha256:73a04c2ec52d591f8fe6b7dab8bb7c59a981857bcc2cb61a5541113999ccef79

Observation 56d64f12-a64d-486b-89f0-3fa2e3c0732a · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.796383Z

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=arxiv_source observed=2026-08-05T23:42:32.654163Z digest=sha256:b09c763e99babb1f1d42396f8e40455c8c72064bef2df470ba925dd0f0209aeb

Observation 7d90520b-4a3a-4c4c-b6c7-ee1340d8b240 · outbound

This paper cites OMG: Opacity Matters in Material Modeling with Gaussian Splatting.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS OMG: Opacity Matters in Material Modeling with Gaussian Splatting

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-05T23:42:32.708308Z

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=arxiv_source observed=2026-08-05T23:42:32.655880Z digest=sha256:c085267f2771e5793a457f6637e1cead01d8c03c971bb560507fa84cbd497084

Observation c28ad27d-907d-47b7-badb-34489eebaad0 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.789213Z

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=arxiv_source observed=2026-08-05T23:42:32.658042Z digest=sha256:42187b26ef57a4f2769eb632eb00bef37dd05493c8b3a8d71941685f3c730cd5

Observation 1081249f-45c2-445c-904d-150215a0f1c6 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.782063Z

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=arxiv_source observed=2026-08-05T23:42:32.660165Z digest=sha256:86656f19d308e1a13c2266e58bda52e163f873ff5b9a156bb8dd1395cae145e9

Observation ff49eafe-acf8-4253-bf32-16c734e589ce · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.775136Z

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=arxiv_source observed=2026-08-05T23:42:32.663277Z digest=sha256:a456c8e85ca16be0a53d16e71865fb591d3cc1e58358a278840a4d0f1783d5c0

Observation b4a1399e-47e7-4e32-b6be-89c60620df10 · outbound

This paper cites A.; Shechtman, E.; and Wang, O.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS A.; Shechtman, E.; and Wang, O

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.665850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.665850Z digest=sha256:32ee6a516987a3075a4e21bbcee8077a679883338ea2b9aecd49aa90fee2f0cb

Observation 45c851b8-4cfd-4b03-a60d-7126803c3e55 · outbound

This paper cites Pixel-GS: Density Control with Pixel-aware Gradient for 3D Gaussian Splatting.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Pixel-GS: Density Control with Pixel-aware Gradient for 3D Gaussian Splatting

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.668013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.668013Z digest=sha256:8bb8da7d2ca1666a2b9722449fac29d00f60e1509a0f1e68d78709baa6a78e89

Observation 15291e05-6b94-4975-bc22-8c4f18e5f4e3 · outbound

This paper cites an unresolved cited work.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:42:32.764759Z

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=arxiv_source observed=2026-08-05T23:42:32.670524Z digest=sha256:c87bf1c66d164b29c4b4c74734922d2c006a38ec5d0441df645b1dce4ce0b93e

Observation 3b5e135a-f95b-4551-8514-5f616d4088b7 · outbound

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

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS , " * write output.state after.block = add.period write newline

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.673040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.673040Z digest=sha256:1a94f02655f8d32a90f31b62e27beffd40ed6613775b85d8fb3a0848e2f42041

Observation 95aed69e-adeb-4e87-afe2-1d4cd3976b30 · outbound

This paper cites write newline.

UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS write newline

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-05T23:42:32.675898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T23:42:32.675898Z digest=sha256:aa2512eaa866bf0109da0e64c3842c5e9f2e22155a6bf39ff4c1005b565d1d20

Pith citing papers

Observation 73ec29b1-4e99-4c85-abbe-39ac9df2fc36 · inbound

QFOR: A Fidelity-aware Orchestrator for Quantum Computing Environments using Deep Reinforcement Learning cites this paper.

QFOR: A Fidelity-aware Orchestrator for Quantum Computing Environments using Deep Reinforcement Learning UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-05T23:40:56.309221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:40:56.309221Z digest=sha256:2a2154929c76c02b1a6d645ddba1b53cd641ac91851bd219eef0ad578ecbf25d

Observation b433735c-0f10-4b02-800a-cee6097b84b8 · inbound

PairDropGS: Paired Dropout-Induced Consistency Regularization for Sparse-View Gaussian Splatting cites this paper.

PairDropGS: Paired Dropout-Induced Consistency Regularization for Sparse-View Gaussian Splatting UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-13T06:27:24.835874Z

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=2026-05-13T06:23:51.509724Z digest=sha256:b4eb232544e48dc62a7a83a3a23d38fbfe84bd7545e318a8693d699f5bad0751

Observation 922611e1-4607-4c58-be22-4ebb00a70983 · inbound

PairDropGS: Paired Dropout-Induced Consistency Regularization for Sparse-View Gaussian Splatting cites this paper.

PairDropGS: Paired Dropout-Induced Consistency Regularization for Sparse-View Gaussian Splatting UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-14T20:39:26.495415Z

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=2026-05-14T20:38:28.127796Z digest=sha256:cf25ee109c8812f89d58664055980127e7fd7f107fe8a02c20a8f596c11c6783

Observation 3aa93cc9-4c1a-4b82-937c-db80a493eb21 · inbound

Improving Sparse-View 3DGS Generalization via Flat Minima Optimization cites this paper.

Improving Sparse-View 3DGS Generalization via Flat Minima Optimization UGOD: Uncertainty-Guided Differentiable Opacity and Soft Dropout for Enhanced Sparse-View 3DGS

Reference 8

Resolution
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arxiv_id, observed 2026-07-02T14:17:02.535552Z

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source=pdf_text observed=2026-07-02T14:13:57.360430Z digest=sha256:8c8ce7caf79bb0d5c2431e92212fd3f56f919749bcd44139a38d1c4f92f6985a