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Paper Citation Record · LEDGER

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2506.07159.

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

pith.paper-citation-record.v1
2506.07159 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:46:25.107892Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

38 of 38 outbound references displayed

  • verified exact2
  • verified fuzzy28
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6bec548-5436-4f5d-8854-c59855879770 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Communication-efficient learning of deep networks from decentralized data,

Reference 1

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e8dcb5dc-4e3b-433d-97f2-a30a94e42920 · outbound

This paper cites Advances and open problems in federated learning,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Advances and open problems in federated learning,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.688958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7d3bb284-a013-4ef1-961d-3b90ce8647cd · outbound

This paper cites Federated learning for generalization, robustness, fairness: A survey and benchmark,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Federated learning for generalization, robustness, fairness: A survey and benchmark,

Reference 3

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 8821a9fa-fee5-4fb3-8ba2-b8035b4586ae · outbound

This paper cites Towards personalized federated learning,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Towards personalized federated learning,

Reference 4

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raw_fallback, observed 2026-08-07T05:46:25.656351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 56781df6-840f-432a-8abc-17151b4c12e5 · outbound

This paper cites Backpropagation and stochastic gradient descent method,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Backpropagation and stochastic gradient descent method,

Reference 5

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unresolved
no resolver link, observed 2026-08-07T05:46:24.952859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:24.952859Z digest=sha256:71a41990bee5e01cc7e47dcdfd443591945722077125693cbf32988f31763f98

Observation 1fd27cc2-b307-4631-934a-21328be3eabd · outbound

This paper cites Numerical optimization,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Numerical optimization,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.628127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation a09ccfb0-15d1-4c0e-b8c5-7cc827acff65 · outbound

This paper cites Second-order stochastic opti- mization for machine learning in linear time,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Second-order stochastic opti- mization for machine learning in linear time,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.613051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:24.962257Z digest=sha256:db32ed9985c5c0dd2120dd6768882048b74c1d89254be80ee913e067e7d75d60

Observation 4e6004e6-0530-4062-9e3c-561afbe5ec63 · outbound

This paper cites Nys-Newton: Nystr\"om-Approximated Curvature for Stochastic Optimization.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Nys-Newton: Nystr\"om-Approximated Curvature for Stochastic Optimization

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:46:25.237700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f63d3e24-42bb-4979-9223-ad930937736b · outbound

This paper cites Optimizing neural networks with kronecker-factored approximate curvature,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Optimizing neural networks with kronecker-factored approximate curvature,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.597763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:24.971513Z digest=sha256:9a7466ccf8825e64a53702cdb4bea1913e26b6785a2989923b90397f25a6dbcf

Observation a87a86ea-a150-4d0c-9df1-e8c9976306ae · outbound

This paper cites Distributed estimation of the inverse hessian by determinantal averaging,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Distributed estimation of the inverse hessian by determinantal averaging,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.582803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f7a5f9da-911d-43ff-9453-0e6c9b4dca8d · outbound

This paper cites On Second-order Optimization Methods for Federated Learning.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization On Second-order Optimization Methods for Federated Learning

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:46:25.215273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:24.980636Z digest=sha256:c2d97d644b8e08ae28e3be1c08103b5f5bf61e285ae3e0c101bb6c4aab3403cc

Observation e7a2c353-ae80-4e60-b781-36bb57fc7196 · outbound

This paper cites Sofim: Stochastic optimization using regularized fisher information matrix,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Sofim: Stochastic optimization using regularized fisher information matrix,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.568546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:24.985413Z digest=sha256:2bd1b08af6e671863ae6e8b05e4c0b76e64486e166520e8bf20c5df3a6e92650

Observation 8a15eb9c-1cd1-45bf-b75b-cae1fca12147 · outbound

This paper cites New insights and perspectives on the natural gradient method,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization New insights and perspectives on the natural gradient method,

Reference 13

Resolution
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raw_fallback, observed 2026-08-07T05:46:25.552996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 87c5492c-be36-47aa-b479-040c06c167cf · outbound

This paper cites Variational gaussian process classi- fiers,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Variational gaussian process classi- fiers,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.537226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 604e55b4-1f27-4b9b-a881-f184fb09a12b · outbound

This paper cites Federated optimization in heterogeneous networks,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Federated optimization in heterogeneous networks,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.521303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7bd67968-6b71-437e-9842-97ace12536c5 · outbound

This paper cites SCAFFOLD: stochastic controlled averaging for federated learning,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization SCAFFOLD: stochastic controlled averaging for federated learning,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.503031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation fcbb3d65-d4ac-4466-ac75-8c4794b55157 · outbound

This paper cites Model-contrastive federated learning,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Model-contrastive federated learning,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.486739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation a2615d65-46bd-433d-a6e3-f669d546a051 · outbound

This paper cites Implicit gradient alignment in distributed and federated learning,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Implicit gradient alignment in distributed and federated learning,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.471960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9bca6165-de15-4254-8872-93d48e48beb6 · outbound

This paper cites FedCM: Federated Learning with Client-level Momentum.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization FedCM: Federated Learning with Client-level Momentum

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T05:46:25.018730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:25.018730Z digest=sha256:4987a86dc087be5f4a62ac3c4b5dc55367c375f326272e57bc6dd276fd52e312

Observation 11a19f52-3557-4084-8c97-ec10da26b096 · outbound

This paper cites Generalizable heterogeneous federated cross-correlation and instance similarity learning,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Generalizable heterogeneous federated cross-correlation and instance similarity learning,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.457421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1fcb75f9-5ada-4bd4-9555-dd3fea9c4f11 · outbound

This paper cites Federated feature augmentation and alignment,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Federated feature augmentation and alignment,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.442812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3163cd38-8033-4c67-a879-cce159a94d3d · outbound

This paper cites Fedexp: Speeding up federated averaging via extrapolation,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Fedexp: Speeding up federated averaging via extrapolation,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.427827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f65e9740-0372-4908-b9d2-047d7c752aaf · outbound

This paper cites FedBABU: Towards Enhanced Representation for Federated Image Classification.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization FedBABU: Towards Enhanced Representation for Federated Image Classification

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f96d3277-8ee2-4669-91d6-283e31ae9989 · outbound

This paper cites Exploiting shared representations for personalized federated learning,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Exploiting shared representations for personalized federated learning,

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:25.041011Z digest=sha256:5be7f70396c2323f853a13db3812006cd96dc4e2f38bdd2508b974527d6f2cf6

Observation a90519c8-df82-407d-9d12-cf3e8b446530 · outbound

This paper cites Personalized federated learning with feature alignment and classifier collaboration,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Personalized federated learning with feature alignment and classifier collaboration,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.403673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9df92e88-8eef-4b5c-a562-279ce0ded9e7 · outbound

This paper cites Fedcr: Personalized federated learning based on across-client common representation with conditional mutual information regularization,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Fedcr: Personalized federated learning based on across-client common representation with conditional mutual information regularization,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.389655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:25.049978Z digest=sha256:be25791c0eb46e2e6322bae5ba8058f74fc875531f719122a7fc7ec4a5b6813e

Observation 9ca70e76-3d2d-49f8-8ed2-e16782a75993 · outbound

This paper cites Personalized federated learning with moreau envelopes,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Personalized federated learning with moreau envelopes,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.375236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:25.054570Z digest=sha256:d190b24f60b99fe7f23689da9dc02c5db1b63e16dca6cab8b32aae41a6baba91

Observation 83850d19-82e7-4558-9a35-60b91224fcee · outbound

This paper cites Ditto: Fair and robust federated learning through personalization,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Ditto: Fair and robust federated learning through personalization,

Reference 28

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no resolver link, observed 2026-08-07T05:46:25.058987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:25.058987Z digest=sha256:b2a2cef017dc75ab0b9cdb98b710fad140e038dd61d793545896c9f917d8971b

Observation cc609f1e-3816-4d90-a71e-1ffff6f67afe · outbound

This paper cites Fedphp: Federated personalization with inherited private models,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Fedphp: Federated personalization with inherited private models,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.351055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4ee6cb2b-5439-4444-9386-a30e4b40c403 · outbound

This paper cites Per- sonalized cross-silo federated learning on non-iid data,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Per- sonalized cross-silo federated learning on non-iid data,

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.335824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3c780cc2-9b69-4760-8bb4-bcd1e7f192e5 · outbound

This paper cites Per- sonalized federated learning with first order model optimization,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Per- sonalized federated learning with first order model optimization,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.320944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:25.073936Z digest=sha256:8fddafc7e9da78694914c775fa629a68ea95db97946e251d5098aa9d1966b67b

Observation bcd93242-42e8-4732-92c9-ed157130a76e · outbound

This paper cites Feddwa: Personalized federated learning with dynamic weight adjustment,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Feddwa: Personalized federated learning with dynamic weight adjustment,

Reference 32

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raw_fallback, observed 2026-08-07T05:46:25.306819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:25.078563Z digest=sha256:b771b70d51107e9bb616c6c654a779d50695bd8c604c785608a9038a6f6558aa

Observation 97827a96-9251-4796-9b56-29c52827b284 · outbound

This paper cites Fedala: Adaptive local aggregation for personalized federated learning,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Fedala: Adaptive local aggregation for personalized federated learning,

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.292007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:46:25.083760Z digest=sha256:969565ecaf0ec1cbf70af231a7f87228ccce3b321cd9a1783fcf49801b5c54e1

Observation c0c44b31-df32-4cb6-9c12-78231f50e8fd · outbound

This paper cites Personalized Federated Learning: A Meta-Learning Approach.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Personalized Federated Learning: A Meta-Learning Approach

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T05:46:25.088624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation cc7731ff-41dd-413b-9a81-17f9ccb40bea · outbound

This paper cites Fast convergence of natural gradient descent for over-parameterized neural networks,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Fast convergence of natural gradient descent for over-parameterized neural networks,

Reference 35

Resolution
verified fuzzy
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Observation 81449742-71fb-4608-8286-1586664537d4 · outbound

This paper cites Learning multiple layers of features from tiny images,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Learning multiple layers of features from tiny images,

Reference 36

Resolution
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Observation 056b38fc-3199-4e40-965f-67b7500291a1 · outbound

This paper cites A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets

Reference 37

Resolution
unresolved
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Observation 6b127058-d52a-4b1b-8eb6-d39c84a91082 · outbound

This paper cites Deep residual learning for image recognition,.

pFedSOP : Accelerating Training Of Personalized Federated Learning Using Second-Order Optimization Deep residual learning for image recognition,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:25.253469Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Pith citing papers

No inbound Pith citation observations are available.