Paper Citation Record · LEDGER

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation

As of 19 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:1908.00598.

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

pith.paper-citation-record.v1
1908.00598 v3

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T15:47:26.209747Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

35 of 35 outbound references displayed

verified exact2
verified fuzzy19
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c5ea60b2-e9de-4f9d-a58c-ed3a5fccb39c · outbound

This paper cites Bhattacharyya, M.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Bhattacharyya, M

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.805294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 953bc18f-3d31-4333-a2ff-f5aa50df871a · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.789507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 817879ee-ac40-4696-aaec-ff4b9cc32cf1 · outbound

This paper cites Blundell, J.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Blundell, J

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.774057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7eb65c50-838c-4050-ab98-ce33908f37a8 · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.758654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 44b47661-cf03-4d4b-acb7-4a43ab5c5d34 · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.742031Z

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Observation 578797d4-23cc-4401-b3b0-cd3d57b17ecb · outbound

This paper cites Efron and R.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Efron and R

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.723214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c852f1d1-fa9d-4004-8887-115b1bf01625 · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.707097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 647fa5d0-57b4-463f-94f5-2abc5a94b071 · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.689632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ce0daabe-98eb-4ee0-a90e-5450c621a20e · outbound

This paper cites Gal and Z.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Gal and Z

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.674972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fe2c5dfd-bc3b-4ca5-8dfd-b9fe402f9ae5 · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.658479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 06944a7a-dcc2-4cd7-a5d5-becdf1f96231 · outbound

This paper cites Geiger, P.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Geiger, P

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-14T15:47:26.098215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b34f276-d1f1-4a8b-a115-2638ce6d302a · outbound

This paper cites Godard, O.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Godard, O

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.631590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5647cf0a-0d9b-4b19-a970-2dc3eca8f3d4 · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.615855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9bdeefa7-3fb1-4eef-aa3f-ce1ce139d3f9 · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.600856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 06005631-815d-4cd0-951b-6e4e7eef5310 · outbound

This paper cites Huang, W.-T.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Huang, W.-T

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.585862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation da4a549c-b3fd-4612-8941-db2e2f178f60 · outbound

This paper cites Sampling-free Uncertainty Estimation in Gated Recurrent Units with Exponential Families.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Sampling-free Uncertainty Estimation in Gated Recurrent Units with Exponential Families

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-14T15:47:26.299411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b3d2a555-3015-4fa5-a6eb-515385d784a8 · outbound

This paper cites Kampffmeyer, A.-B.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Kampffmeyer, A.-B

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.571133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 51d50759-6078-4283-8ef4-1306016a2d52 · outbound

This paper cites Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-14T15:47:26.131393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f46e896-4547-49e1-b50e-1a5a8731ae24 · outbound

This paper cites Lakshminarayanan, A.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Lakshminarayanan, A

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.556807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2719fb59-813f-439b-9ffd-df71fd0e738a · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.542560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d7b5f5c-0c18-414d-92c1-05d08902f049 · outbound

This paper cites Inhibited Softmax for Uncertainty Estimation in Neural Networks.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Inhibited Softmax for Uncertainty Estimation in Neural Networks

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-14T15:47:26.257510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d3f002fb-56b0-4285-9510-bd51ede81c15 · outbound

This paper cites Osband, C.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Osband, C

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.527571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3e47ac42-48c2-4c8c-9100-13ebfcf8df3e · outbound

This paper cites Rupprecht, I.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Rupprecht, I

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.512404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2f370697-8eea-47c6-9528-4f0976e5848a · outbound

This paper cites Snoek, H.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Snoek, H

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.496606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 47ba0991-ffd2-4c9c-96bc-68c5515350fc · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.482315Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4f43ec43-0c3a-4311-82dd-646944d63aad · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.466954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c98c9993-37b8-424a-83d6-d52c4b44f06c · outbound

This paper cites an unresolved cited work.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:47:26.451840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 205661f5-33fb-4ff3-a461-db3fa34c688f · outbound

This paper cites Wang and C.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Wang and C

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.435249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2c2b84d8-97de-427c-9887-38fa98418cb2 · outbound

This paper cites Zhang, S.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Zhang, S

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.420062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 226cf64f-a48c-4af6-9f75-06e6eb2537ce · outbound

This paper cites For ReLU we assume its derivative in the ori- gin to be zero.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation For ReLU we assume its derivative in the ori- gin to be zero

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.405362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9f1bb7b7-109d-46e5-940d-d317f22f0366 · outbound

This paper cites Further Σ⃗X denote the covariance matrix of ⃗X.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Further Σ⃗X denote the covariance matrix of ⃗X

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.386824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 886ad623-0c61-416c-9bab-d8eca9868180 · outbound

This paper cites We are only interested in scalar inputs since we write out these formulars for the assumption of a diagonal covariance matrix.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation We are only interested in scalar inputs since we write out these formulars for the assumption of a diagonal covariance matrix

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.371001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1d72bb05-4e27-41cf-8a9e-07c9a18d80f6 · outbound

This paper cites OUR is of computational advantage for more than approximately 175 samples.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation OUR is of computational advantage for more than approximately 175 samples

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.354762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f20b2a63-69a6-4a45-9d8b-3d67b73e5239 · outbound

This paper cites In 11 we show empirically that the sampling-based variance esti- mate converges to our analytic expression.

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation In 11 we show empirically that the sampling-based variance esti- mate converges to our analytic expression

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.335483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 68c4a59d-e88f-4483-8c81-e13ceff84924 · outbound

This paper cites Bayesian SegNet [18] We show more qualitative results of our approximation using Bayesian SegNet[18] on CamVid dataset [4].

Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Bayesian SegNet [18] We show more qualitative results of our approximation using Bayesian SegNet[18] on CamVid dataset [4]

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:47:26.317888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.