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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.606081Z digest=sha256:5f7d1a6ba9315744fe86a2fe300b70b44f94f614989f3217f21132499a96c4f3

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:a274d174af1d1db644d3d39b0a6387b4818c1afec768d23792b5c0d5d0b98f7d

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:bc0a5dff969c91402b4568e5fe39ee59e930978ddfbf9385881c30739b693110

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:a0c570b7a197204707eae6a0dc8bf949892511e54a7c877a6eabc747e1264361

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.617939Z digest=sha256:c6edad1dd55d03d0f7283987654c163c3ac9bfa271c1ee6a953a36c7c2b88808

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.620880Z digest=sha256:fd7e31207d50371d03a71ee56a1c625ad02657d57b6292610f2370cd1d10f336

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.623829Z digest=sha256:488bb6916ceb37cbfc7a7fc7f6939980669a77c3dd05aae683f9292f22f64c2d

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.626175Z digest=sha256:7d0fe16513d7fa0e109e05f1212c34ecd2f43516e664f25a7db47eddcd4c5326

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.628362Z digest=sha256:84837da71136c7c60599324921756cbae017b63f1343f50ccda085f10f799282

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.630982Z digest=sha256:4e871b007c09b693ffae4f921d64b45218ec33f3f4f16a892eb12795e2515db2

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.632816Z digest=sha256:08d1a30968e306d6d12012ce8eb067aa93b86352079b1b2c669dcf39363f5fd5

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=sha256:671205d776fad5c369ea84caa03bd14a7c9d6d42bf348a9fe8bb6ac0db45e37a

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=sha256:4c318b347edca8e84048c3c7fb318f764577f58fff211318773ac7325169a905

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.638259Z digest=sha256:ce312ab7029ea2db15a5b511f4fd184721237ca65eed79eb2f55b1a58d36ffdb

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=sha256:19c10037dd496398dc96f913723d6bf581eb3b7142d501d98b1d6256dc9f3467

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.642094Z digest=sha256:4fe854d2b53605ca028b0087d2f4582e0a99624f41bed25fe9b88e91c5642d80

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.644190Z digest=sha256:ae006cdae90ae09398a0a5e7f38ca07169fc112fc0cf7639f1a76b7b38d5c3c8

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.646322Z digest=sha256:f79c1146a0013dd87a1029b298fe19000dd952f2686a6fb9c9d3a2a90f8c217e

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.648062Z digest=sha256:12a2045fbe1184263f96cafc0b2970cb0a1e304c1a4b6d9d69d5fbf4e10c7028

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:bc287deba32ea7e71069aa7ccd94207a788251b45cf967c09a393a5a65c70221

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.652426Z digest=sha256:6dcf025e755e9ee884b20914a0b1d630a26f00bd22224292eaf79b588d809c46

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.654163Z digest=sha256:35e77cd3500386300340b77803b66ba6e20c3abab5d80f37d90df262efd43248

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.655880Z digest=sha256:00d969568fbfa187e62bbea959ed2305ce1727813daa86b24c04786e4073c524

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.658042Z digest=sha256:8e0452a0d4b6c25e11647208186a2a4f22779f41039be5c35e8a99b218aeda0c

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.660165Z digest=sha256:fc0120cb09346f56b49a0359f2e08f3057e197d8823c5f509126f88fe46fcd53

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.663277Z digest=sha256:0e5c34b7a7343bd7d20124a8ff335769111a451d9d1c8795ab2afaea222db179

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:f6a6d9e42d63d1b492a32c697b662c39bb9002ef77f0a15fee0598b3e492e841

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:e5fb2fa2e33a2eb98d62a972291d64509156d9259157922bc30f555d9cf66fb9

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T23:42:32.670524Z digest=sha256:843f97f66718573fa6ab4db03c9aa7491deeb832a45856c58f4fa52835d69ab9

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:a957b62535dc5069d4cbf91b9470a95e6a87ced6f65fd94cb36299964b63648e

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=sha256:56ca01424e22ec47d9e88382ed4e89e433d2f6d6ff3cf3742559add0e515d728

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=sha256:39a328fc093532590607d128d7f1a9cc2d952df376afe90480d0514893a24848

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-13T06:23:51.509724Z digest=sha256:e3df95bd9c1c711fd06961b6397b42bee72bad9f309d5eebfa00f778d7f152e0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-14T20:38:28.127796Z digest=sha256:66a6253a617ff23eae2292ab90a8e8c9deed5093036dc1bc9991aed3873a20bc

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-02T14:13:57.360430Z digest=sha256:fb631946d6205ea2ac443d48fc78b4b535d98252823d2f327a5aecc96cf90ca9