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Paper Citation Record · LEDGER

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks

As of 17 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 2 inbound Pith citation observations for arXiv:2410.02260.

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

pith.paper-citation-record.v1
2410.02260 v3

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-23T19:40:12.833933Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T10:01:25.189942Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-21T10:04:06.445973Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact2
  • verified fuzzy28
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3c906aeb-7a40-4ae3-8faa-9eb045426e7c · outbound

This paper cites Communication-efficient learning of deep networks from decentral- ized data.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Communication-efficient learning of deep networks from decentral- ized data

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.924311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:266204d802a28889da4a71ceb1a395621f21f094dc5071d7fd43b27f98bc7894

Observation 8d325011-4da9-416f-943d-121d479d0cc9 · outbound

This paper cites Communication-efficient massive uav online path control: Federated learning meets mean-field game theory.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Communication-efficient massive uav online path control: Federated learning meets mean-field game theory

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.903703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:b99bd80b5f83095b4e794af10e9fffcdefdf3fb4937dea24f4d5fb11798c9a4c

Observation ffd77015-ada8-4720-93a7-68487b162d43 · outbound

This paper cites Federated learning on the road autonomous controller design for connected and autonomous vehicles.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Federated learning on the road autonomous controller design for connected and autonomous vehicles

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.893343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:d15f62a17083be4f309ab422fb6ac0a12c33aa36588bde8b47e26b93b3d8c281

Observation d95acdae-f8f3-4681-9a15-83393688796c · outbound

This paper cites How apple personalizes siri without hoovering up your data.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks How apple personalizes siri without hoovering up your data

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.896623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:83d249560be5dd441eeb7637bccc03804095596cef002abdde5453f1666fa264

Observation c1de78dd-ff79-43ba-9907-79793aa2a063 · outbound

This paper cites Webank, swiss re in federated learning deal.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Webank, swiss re in federated learning deal

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:48.001520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:310cf46f0d560d64a4efd428c67837e152dfa8e3ad433a6e86e2cb465af259f8

Observation ff518713-12f8-427c-8e69-629196326d22 · outbound

This paper cites Decentralized stochastic optimization and machine learning: A unified variance-reduction framework for robust performance and fast convergence.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Decentralized stochastic optimization and machine learning: A unified variance-reduction framework for robust performance and fast convergence

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.948896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:d76762a31395d4a823f7f0944e3a199f525063a6f97a2a612ebd3a9bdaab85ba

Observation 00504eaf-fb93-4d1c-b4d5-cf244961ff91 · outbound

This paper cites A Berkeley View of Systems Challenges for AI.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks A Berkeley View of Systems Challenges for AI

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-05-23T19:43:23.666282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:4410510c4717fad48cc312a74b1969ffcb1763857d32476fb2589a97cdaa37b2

Observation a3c5c5e1-fca6-4898-a059-28db3ee6f100 · outbound

This paper cites Feder- ated multi-task learning.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Feder- ated multi-task learning

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.956741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:10d767fb17f7dafa0dd140da338ef1e52be23fa03d8bed782029337c083f9bad

Observation ef42b250-0a65-4b9c-a178-f4fbcaf59c71 · outbound

This paper cites Lag: Lazily aggregated gradient for communication-efficient distributed learning.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Lag: Lazily aggregated gradient for communication-efficient distributed learning

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.953011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:063b5a3ec1e97cddbafa2f899543e0e0c8207af4ceb7cf9b5c5988baf122079f

Observation 36b32942-de3b-4c56-bab0-b18019041ece · outbound

This paper cites Scheduling policies for federated learning in wireless networks.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Scheduling policies for federated learning in wireless networks

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.900131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:7e088a27c1d6ea3375547861d6b47a67a892baba7ff01fc0d44826ea6eab6b92

Observation 5d92e159-4d6d-4477-ac51-6f9f4d176709 · outbound

This paper cites Scheduling for cellular federated edge learning with importance and channel awareness.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Scheduling for cellular federated edge learning with importance and channel awareness

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.927968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:a179a46163d65634d9ad387705a0f246e69151696531859f2547a65e7c6cbd6f

Observation 0afe38f4-366c-4169-bb82-9c2bf08daad7 · outbound

This paper cites Federated learning using variance reduced stochastic gradient for probabilistically activated agents.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Federated learning using variance reduced stochastic gradient for probabilistically activated agents

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.934373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:f2fd1da5578f87f81bf00be06ae17fee7f4762e3ce06900561ce673fd3a750e8

Observation 9cd43ba2-baf2-4fad-a992-14daa0e9bc8d · outbound

This paper cites Agnostic federated learning.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Agnostic federated learning

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.888891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:b35ab24704b82b6520354fe7cdb25adba2588273205d82dfaef607006d4115fc

Observation 88a47cd1-d433-4cb6-9048-88d5ac8f7102 · outbound

This paper cites Convergence time optimization for federated learning over wireless networks.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Convergence time optimization for federated learning over wireless networks

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.885682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:46a5d0358cd8e899571475d2d9cffcaf6b5e19f4f939d67473fa3228b16acc6b

Observation c1135895-7ec1-45c9-8808-c511ceca981d · outbound

This paper cites Communication-efficient distributed dual coordinate ascent.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Communication-efficient distributed dual coordinate ascent

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.931060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:8752a5bec8fdcd1df4504aa93eba21a9fd5d2729fe09bbd73b753b4ee01a82eb

Observation a14dfe85-e9ec-49b3-9305-e305107e3087 · outbound

This paper cites Distributed optimization with arbitrary local solvers.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Distributed optimization with arbitrary local solvers

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.986640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:106a6a2fb6d142b0c9bb5044b7ffce48b038747e62f6647a06d64c683d21563e

Observation 55080cac-00e8-44ef-9808-ba411b0b2d6a · outbound

This paper cites Communication-efficient dis- tributed optimization using an approximate newton-type method.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Communication-efficient dis- tributed optimization using an approximate newton-type method

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.990334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:3c96e01c392011a38841bab1c871a4172003e61be729c649d8c2f9579d1d0ec7

Observation 3637a084-e5fe-4673-a668-7c536289c568 · outbound

This paper cites Disco: Distributed optimization for self- concordant empirical loss.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Disco: Distributed optimization for self- concordant empirical loss

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.993950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:ede8ca350b603e282f36205366d19646a1bdb2d1a937819059dcbf96c96c64c4

Observation 531afa2c-1df4-4448-9525-5ef3e0e701c8 · outbound

This paper cites Communication-efficient federated learning.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Communication-efficient federated learning

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.983332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:79e82af89358a89316a3a15a69f50bfee687c17d8bf0a028d62a10b4985165d0

Observation f7fad98a-7a73-4fa0-a996-01453da24ecd · outbound

This paper cites an unresolved cited work.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-23T19:45:47.979886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:5cbe1ce4c3336ccfef305a61f0ffef326d362845d8369c045eb9246113c05742

Observation 978979ea-ba1b-4d75-8e2b-803185f2afc6 · outbound

This paper cites Nesterov, Introductory lectures on convex optimization: A basic course, vol.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Nesterov, Introductory lectures on convex optimization: A basic course, vol

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.968498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:46b3ef5b0bd267a1b7698b21d81cfaf234fb22a5e9bcb07d830ba36f87d24376

Observation 35a76c55-1088-4420-a3fb-199ff3f96c30 · outbound

This paper cites Nonlinear programming.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Nonlinear programming

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.971836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:58c4328ab27eb6f4ad2ab22d7e3451427bd44cf262d28ce6899a17fdd260aed3

Observation e7e8e3a1-4654-4d31-85b9-5279127c6d3b · outbound

This paper cites Projected Forward Gradient-Guided Frank-Wolfe Algorithm via Variance Reduction.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Projected Forward Gradient-Guided Frank-Wolfe Algorithm via Variance Reduction

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-23T19:43:23.660331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:d7541eca1fb8753664d5c34422e36277402dd4d83c6ceac5c52c33e76fefcefe

Observation 8a8b4036-d205-490f-a96d-5a48c2ef74a1 · outbound

This paper cites Random gradient-free minimization of convex functions.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Random gradient-free minimization of convex functions

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.965614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:42924af9131189b7ea2b019fa19873d57eb578d0cf0c26a0c0c689d455b79677

Observation 0c134a06-5fe8-4d3f-b994-daade0b47cfb · outbound

This paper cites An improved analysis of stochastic gradient descent with momentum.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks An improved analysis of stochastic gradient descent with momentum

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.976278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:a46a0b0298b8fa7d8e47c6e10d908ac566339af50d3320c3a533623adbefa5f1

Observation 710cd6ab-ef91-427b-a88c-116bf91f5bf5 · outbound

This paper cites Accelerating stochastic gradient descent using predictive variance reduction.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Accelerating stochastic gradient descent using predictive variance reduction

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.959501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:ae8bf4b7023333752db8e5af8c895456c7674edb3ddcad452bcd6a62fa14babb

Observation c6d0ce08-d1f6-4488-a07a-9b2221eb58d7 · outbound

This paper cites Minimizing finite sums with the stochastic average gradient.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Minimizing finite sums with the stochastic average gradient

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.998072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:77b9f51068a33461f044c056fdc696b88183d00957bbad9b309ae2330832a16c

Observation b8cb5c68-f84b-4bb4-b55a-782753bea7cd · outbound

This paper cites Probability and statistics, fourth.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Probability and statistics, fourth

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.962538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:00da821fe393d8b19d1c41266266d2226af6a2f8ebf959e5cb4a04bb9477dea2

Observation ae85a9d0-6edc-464d-a9a2-6ca9148f3401 · outbound

This paper cites Multivariate stochastic approximation using a simul- taneous perturbation gradient approximation.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Multivariate stochastic approximation using a simul- taneous perturbation gradient approximation

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.941241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:2ef0b5080da77f27e798fd8d1ce1886cfa8cd245a2fea7e9d08f3b18d81da0cf

Observation fd73397a-e870-4072-ae9a-7aea6e05184b · outbound

This paper cites Geron, Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks Geron, Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.944760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:22ebd4728341b1abbc179625b939b06366a9f88a9a0c0a928c6ccdd60e388aa0

Observation 32421643-f2cb-488e-afc4-6e3a493d227a · outbound

This paper cites On a formula for the product-moment coefficient of any order of a normal frequency distribution in any number of variables.

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks On a formula for the product-moment coefficient of any order of a normal frequency distribution in any number of variables

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-23T19:45:47.938019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-23T19:40:12.833933Z digest=sha256:34aca82fce5de8fa0c9f34338369fb4dec9c3b65cecfd82eb49195b346b93322

Pith citing papers

Observation 32be1187-e5a3-4743-8913-912a6fd3ee72 · inbound

Adaptive Threshold-Driven Continuous Greedy Method for Scalable Submodular Optimization cites this paper.

Adaptive Threshold-Driven Continuous Greedy Method for Scalable Submodular Optimization FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-13T19:53:11.698527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-13T19:51:23.631772Z digest=sha256:d5dc3ad9520ddcd20e7534834bc4b2fd4f90260df08f13a63ccc5741d6b4d444

Observation 644658a2-721b-4b32-8923-1f8986627a65 · inbound

Adaptive Threshold-Driven Continuous Greedy Method for Scalable Submodular Optimization cites this paper.

Adaptive Threshold-Driven Continuous Greedy Method for Scalable Submodular Optimization FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-21T10:04:06.447536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-21T10:01:25.189942Z digest=sha256:dc3593df66a48a3976d963f6801b5f1085b3fb60b5bf1edc1bbecac61d423030