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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.606081Z digest=sha256:ff3d529ac5f31d01897821a7308f84b938f7cb99e560fe2166e7981b734e293e

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:a30d199bab94b62dc9960883b921119dfca31faf40909a94e9263c020530c3de

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.617939Z digest=sha256:279e5a80a44363e7080924624fdfd94077b5501d5073a36b768cf53df6487b77

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.620880Z digest=sha256:1115cb61137f706e2c599a54be90742d0af1d60e3c06c6e07c32964a9dc81805

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.623829Z digest=sha256:78d9e06d5da3bdab35a49a075f50b81a795f7a77d3069d217ed2a7b845e15462

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.626175Z digest=sha256:5c484e5fae8c7ce83888570ac67cc00865ac352573b275928b7a364b12a46071

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.628362Z digest=sha256:56a0b7af0424f9047c5f7bb283b606eb06c6fb26992134e66e5ffc09d1d84ecb

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.630982Z digest=sha256:7ed5d3a65c6d4839e8e2754a701281f1be5311a4b4528a5358537f5e5c43b44a

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.632816Z digest=sha256:c5071a4e1c313e143f058c3d1709affac73265511228f7cba70de61b0522772e

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.638259Z digest=sha256:3e8568ea95e91bd2bf441b13119f3c12883008e4310ef2a51847d2f730d82243

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.642094Z digest=sha256:5af9ac6f10d3670a435b90f45a727a237a9c29e7eb1609898244b069492ab8ed

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.644190Z digest=sha256:e1ca60e029c9cd77cb6201bdc44213cca0a6f779b7151e5872447cba737df9da

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.646322Z digest=sha256:3dab08bc1450f8c6ce12eeff51f1ba851fe3bf7cea8f963af68ab7d566e1a5ab

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.648062Z digest=sha256:a80e8133daf5416dc8174942db27c709985d1ef14e71823be7d52d730a9a7062

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.652426Z digest=sha256:0b69ae67ad324cab6e69f4c9a2bd17ad5094b7a0a9773349bdf69b503dd18195

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.654163Z digest=sha256:34b08749716d6d073af281c109d0d092682fe2ce7cb11ad0edabbca3b03dd17e

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.655880Z digest=sha256:28ca4b967ff8f91beba247f079c3ac051585c050868831c3511625fc79cbebb5

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.658042Z digest=sha256:1c6ce4bad291d738b356b9bc9c1e70cf0dab2cb2b76681c2e51456753d3c30fe

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.660165Z digest=sha256:1aa25bca8f8f97f10dffaded90c65f960a5bc2de4fab2437995db7c46188855d

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.663277Z digest=sha256:c24a066a32babe63a924da1bc63f2ebec93dc90207a73f49a5f4ed58ecedc26b

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.670524Z digest=sha256:aa544305f657d18a52b8955dd40e4151921b2cd1863be198ad40905112523b80

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-13T06:23:51.509724Z digest=sha256:6f5976f707466ea54069dafb7de95713b3c25a17ce40c88c99d40d4ae8286c29

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-14T20:38:28.127796Z digest=sha256:502ffa746502c81860dab440928fc963c5244e345dbc7515bbf5d0440411a9cc

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

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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=sha256:2b097bd8541926fccb7cc45cd9263cbf004b04eed06749476671c1496f96a283