Paper Citation Record · LEDGER

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2506.00440.

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

pith.paper-citation-record.v1
2506.00440 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:10:21.691180Z

measured 37 of 37 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 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

37 of 37 outbound references displayed

verified exact0
verified fuzzy15
unresolved21
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ee1ce723-312f-4061-bd7b-b82a9f741b53 · outbound

This paper cites Ahmed, J.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Ahmed, J

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:28.196224Z

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 9f54bfe7-cb05-43d4-bea5-7fd62c8d262d · outbound

This paper cites Flower: A Friendly Federated Learning Research Framework.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Flower: A Friendly Federated Learning Research Framework

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:10:19.355206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed63a248-77a3-4978-87c4-a2ff8ea3a16f · outbound

This paper cites Böhler and F.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Böhler and F

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:28.006102Z

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 0231ce80-de77-4b53-aa1f-98a65386ca93 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:27.822085Z

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 57712333-a5c6-4c51-ab76-203a3df20f87 · outbound

This paper cites Learning with privacy at scale.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Learning with privacy at scale

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:27.674947Z

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 e9122157-c020-4eda-a5f3-79d324e6a693 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:27.431097Z

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 d3119ecc-6da9-41dc-a818-c722f5433236 · outbound

This paper cites du Pisanie, J.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning du Pisanie, J

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:27.274578Z

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 33f379b2-2d2a-4edc-a666-620b134e14a5 · outbound

This paper cites Erlingsson, V.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Erlingsson, V

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:27.116317Z

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 db959286-2d2c-4b9b-8f06-732bcde792fa · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:26.954947Z

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 3e773bcf-11f0-4870-97d0-def628688005 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:26.796140Z

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 aaef2e61-2c70-4da9-b3d7-3193734df7dc · outbound

This paper cites Goussakov.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Goussakov

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:26.580601Z

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 be51b5b6-61b6-4740-98c2-5da691ceeb1c · outbound

This paper cites Hsieh, A.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Hsieh, A

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:26.431035Z

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 b35ec499-52a9-4717-a541-404bacf31090 · outbound

This paper cites Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:10:20.178527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76b4c2cd-4ff9-43d4-9eee-28f8bd448d0b · outbound

This paper cites Jee Cho, J.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Jee Cho, J

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:26.277185Z

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 c1020562-f2f1-450e-9ebb-3d67f9c0321b · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:26.115479Z

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 240e240c-3942-42af-97e3-ae18701516e3 · outbound

This paper cites Li and H.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Li and H

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:25.976953Z

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 42018157-ab85-47d8-9990-0c09e22d0372 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:25.821608Z

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 4db88b51-03c6-4b58-a05a-74e925277b5a · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:25.654934Z

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 04c7c9ed-63a4-4eaf-a900-f20e68108f64 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:25.520123Z

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 2dd3128f-6225-4cb1-a3be-c6cdb734397a · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:25.343795Z

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 36adec4e-2bb1-4c03-ae9b-53e6304c675f · outbound

This paper cites McMahan, E.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning McMahan, E

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:10:20.671000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 761d985f-7ee8-407d-b5d2-2e34cf8f49a2 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:25.159187Z

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 e257fdb4-b0b7-46cd-8b00-b58f89070fee · outbound

This paper cites Adaptive Federated Optimization.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Adaptive Federated Optimization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:10:20.805426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f5a534a-5829-4a50-877b-3e4a061902fa · outbound

This paper cites Rubner, C.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Rubner, C

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:24.848193Z

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 c80a3bee-3a3b-4dd7-85f9-2bcad14b0835 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:24.529606Z

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 4c6d6550-a3f9-4533-ae50-06b56058531c · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:24.237368Z

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 bbf10eec-cf13-4433-8b36-ffe2ad2fb709 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:23.893688Z

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 20992aa7-77b0-4fee-aeef-4a377366e9a2 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:23.590196Z

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 f33456cb-cce8-4fea-8179-0cf2abfca5b5 · outbound

This paper cites Van der Laan.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Van der Laan

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:23.313989Z

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 36fc6102-c121-466b-bd47-c13e65370ea4 · outbound

This paper cites Distribution- regularized federated learning on non-iid data.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Distribution- regularized federated learning on non-iid data

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:23.066851Z

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 9eeec6c1-5db9-4ee7-bbc5-303313f10da8 · outbound

This paper cites Wolfrath, N.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Wolfrath, N

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:22.770103Z

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 25d16618-b035-4d69-83ee-086017fef04c · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:22.558237Z

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 8160b83d-d752-4bba-9a76-45c9f4d8b2dc · outbound

This paper cites Yurdakul.Statistical properties of population stability index.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Yurdakul.Statistical properties of population stability index

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:22.423620Z

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 d6094487-b7c5-42ca-8684-7a52d978bb25 · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:22.273697Z

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 70e983c7-b221-4d55-8e25-8f3996e36efb · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:10:22.131129Z

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 407008d6-f2bb-4ccb-b835-ce9fe48e64b1 · outbound

This paper cites PSI-FL demonstrates the highest average local performance among the tech- niques compared, highlighting its effectiveness in federated learning scenarios.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning PSI-FL demonstrates the highest average local performance among the tech- niques compared, highlighting its effectiveness in federated learning scenarios

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:10:22.006981Z

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 f7746e57-d4b5-4052-a75b-589ac04e266b · outbound

This paper cites an unresolved cited work.

PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning Unresolved cited work

Reference 2017

Resolution: parse uncertain; raw_fallback, observed 2026-08-07T12:10:27.516683Z

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

No inbound Pith citation observations are available.