Paper Citation Record · LEDGER

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning

As of 8 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2506.04976.

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

pith.paper-citation-record.v1
2506.04976 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:35:51.949408Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-07T17:15:08.075833Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T23:21:39.907163Z

Reference resolution

28 of 28 outbound references displayed

verified exact1
verified fuzzy25
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 485faa0f-3589-4d2e-befc-2e7f52c62b69 · outbound

This paper cites A concave prior penalizing relative differences for maximum-a-posteriori reconstruction in emission tomography.IEEE Transactions on nuclear science , 49(1):56–60, 2002.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning A concave prior penalizing relative differences for maximum-a-posteriori reconstruction in emission tomography.IEEE Transactions on nuclear science , 49(1):56–60, 2002

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:57.001513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7fb960ed-85c9-4f6b-b4f7-f3d70e3a7829 · outbound

This paper cites Ehrhardt, Christoph Kolbitsch, Evgueni Ovtchinnikov, Edoardo Pasca, Kris Thielemans, and Charalampos Tsoumpas.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Ehrhardt, Christoph Kolbitsch, Evgueni Ovtchinnikov, Edoardo Pasca, Kris Thielemans, and Charalampos Tsoumpas

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:56.847069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 87bd82d7-9ca4-4671-9f1e-ad4997bb4b4f · outbound

This paper cites Teoh, Daniel R.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Teoh, Daniel R

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:56.705339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ee1f677c-0d56-4a7a-abac-f1fe2507b16f · outbound

This paper cites Teoh, Daniel R.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Teoh, Daniel R

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:56.561185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1dcb3b14-b337-4ac7-9183-9975af27d7c4 · outbound

This paper cites an unresolved cited work.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:35:56.386177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5169c8c5-5bee-42e8-a14b-bdc1b1636231 · outbound

This paper cites Globally convergent image reconstruction for emission tomography using relaxed ordered subsets algorithms.IEEE transactions on medical imaging , 22(5):613–626, 2003.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Globally convergent image reconstruction for emission tomography using relaxed ordered subsets algorithms.IEEE transactions on medical imaging , 22(5):613–626, 2003

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:56.239296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b2685abd-0a31-4c48-8dae-40f18fc00bff · outbound

This paper cites An inves- tigation of stochastic variance reduction algorithms for relative difference penalized 3d pet image reconstruction.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning An inves- tigation of stochastic variance reduction algorithms for relative difference penalized 3d pet image reconstruction

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:56.061441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0301793b-cf80-478d-b56a-055dffad88d7 · outbound

This paper cites Sirf: synergistic image reconstruction framework.Computer Physics Communications, 249:107087, 2020.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Sirf: synergistic image reconstruction framework.Computer Physics Communications, 249:107087, 2020

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:55.879896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6d607891-5e47-4681-ab89-4e380497a190 · outbound

This paper cites Malcolm Hudson and Richard S.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Malcolm Hudson and Richard S

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:55.690777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2732484c-a8e3-495f-9796-47a2ae3b3522 · outbound

This paper cites Faster pet recon- struction with non-smooth priors by randomization and preconditioning.Physics in Medicine & Biology, 64(22):225019, 2019.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Faster pet recon- struction with non-smooth priors by randomization and preconditioning.Physics in Medicine & Biology, 64(22):225019, 2019

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:55.510035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e37b4095-aec3-4161-bebe-ffa62bd6cc16 · outbound

This paper cites Stochastic em methods with variance reduction for penalised pet reconstructions.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Stochastic em methods with variance reduction for penalised pet reconstructions

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:55.335236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e91683fb-288e-421e-843b-88de5bc320ad · outbound

This paper cites an unresolved cited work.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:35:55.188088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5cc02dc6-42ba-407c-a8b4-483a8fa387a5 · outbound

This paper cites A guide to stochastic optimisation for large-scale inverse problems.Inverse Problems, 2024.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning A guide to stochastic optimisation for large-scale inverse problems.Inverse Problems, 2024

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:55.020415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e4f51863-86a8-43fc-ace8-e5d62549b486 · outbound

This paper cites Stochastic Optimisation Framework using the Core Imaging Library and Synergistic Image Reconstruction Framework for PET Reconstruction.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Stochastic Optimisation Framework using the Core Imaging Library and Synergistic Image Reconstruction Framework for PET Reconstruction

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:35:52.171133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0932b151-3127-4669-b0f7-b4bfca0e4e1b · outbound

This paper cites Total generalized variation.SIAM Journal on Imaging Sciences , 3(3):492–526, 2010.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Total generalized variation.SIAM Journal on Imaging Sciences , 3(3):492–526, 2010

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:54.854133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ee42903-b2de-4bc5-a7c6-cfac675c454b · outbound

This paper cites Joint mr-pet reconstruction using a multi-channel image regularizer.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Joint mr-pet reconstruction using a multi-channel image regularizer

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:54.672411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 94722f68-6168-4351-86cc-e0d97b55f3a0 · outbound

This paper cites Pet reconstruction with an anatomical mri prior using parallel level sets.IEEE transactions on medical imaging, 35(9):2189–2199, 2016.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Pet reconstruction with an anatomical mri prior using parallel level sets.IEEE transactions on medical imaging, 35(9):2189–2199, 2016

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:54.494073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e3c024a-ef06-49b8-a2a0-a5509b3556ad · outbound

This paper cites Generative adversarial network based regularized image reconstruction for pet.Physics in Medicine & Biology , 65(12):125016, 2020.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Generative adversarial network based regularized image reconstruction for pet.Physics in Medicine & Biology , 65(12):125016, 2020

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:54.287234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8706b738-0f0d-431c-a429-f9cfc00d941f · outbound

This paper cites Score-based generative models for pet image recon- struction.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Score-based generative models for pet image recon- struction

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:54.113034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4ab31677-97b5-4c6c-bb8b-55eedd24d3d3 · outbound

This paper cites Benefits of using a spatially-variant penalty strength with anatomical priors in pet reconstruction.IEEE Transactions on Medical Imaging, 39(1):11–22, 2019.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Benefits of using a spatially-variant penalty strength with anatomical priors in pet reconstruction.IEEE Transactions on Medical Imaging, 39(1):11–22, 2019

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:53.900347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25487f3a-deee-4515-8d20-290f9b5983c1 · outbound

This paper cites Saga: A fast incremental gradient method with support for non-strongly convex composite objectives.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Saga: A fast incremental gradient method with support for non-strongly convex composite objectives

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:53.676308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ad1a1314-0799-4679-8834-01e66e57df1c · outbound

This paper cites Accelerating stochastic gradient descent using predictive vari- ance reduction.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Accelerating stochastic gradient descent using predictive vari- ance reduction

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:53.511691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f158bcaa-aa38-48a3-a9df-69f421264ffa · outbound

This paper cites Barzilai-borwein step size for stochastic gradient descent.Advances in neural information processing systems , 29, 2016.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Barzilai-borwein step size for stochastic gradient descent.Advances in neural information processing systems , 29, 2016

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:53.351107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 35ecb7d5-dc1b-42d0-8108-2535cbdbf33b · outbound

This paper cites Dog is sgd’s best friend: A parameter-free dynamic step size schedule.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Dog is sgd’s best friend: A parameter-free dynamic step size schedule

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:53.132006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 39675050-04f7-4cd5-a550-9951e5bd893f · outbound

This paper cites Painless stochastic gradient: Interpolation, line-search, and convergence rates.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Painless stochastic gradient: Interpolation, line-search, and convergence rates

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:52.932104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4dc92b6a-63e0-4c55-89c9-3dd37e053262 · outbound

This paper cites Herman and Lorraine B.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Herman and Lorraine B

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:52.712857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 50d998eb-7e2d-4dbd-bad2-b3742a408a0f · outbound

This paper cites PARALLELPROJ–an open-source framework for fast calculation of projections in tomography.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning PARALLELPROJ–an open-source framework for fast calculation of projections in tomography

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:52.511186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a5a66e0-4d06-4201-bc57-132f317437ed · outbound

This paper cites Ehrhardt, Christoph Kolbitsch, Evgueni Ovtchinnikov, Edoardo Pasca, Kris Thielemans, and Charalampos Tsoumpas.

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning Ehrhardt, Christoph Kolbitsch, Evgueni Ovtchinnikov, Edoardo Pasca, Kris Thielemans, and Charalampos Tsoumpas

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:35:52.350118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 41078583-62c6-44d1-93c3-96094733bd2b · inbound

Weighted Directional Total Nuclear Variation for Joint Yttrium-90 PET/SPECT Reconstruction with CTAC-derived Guidance cites this paper.

Weighted Directional Total Nuclear Variation for Joint Yttrium-90 PET/SPECT Reconstruction with CTAC-derived Guidance Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:21:40.009381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.