Paper Citation Record · LEDGER

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning

As of 15 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2412.07062.

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

pith.paper-citation-record.v1
2412.07062 v3

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:15:51.513893Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

32 of 32 outbound references displayed

verified exact0
verified fuzzy1
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a9c983d4-4c5e-4cee-b6e0-a12a8e626dbb · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.348399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3714482c-e942-43d8-b7c2-bd4be64a4aa6 · outbound

This paper cites write newline.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.354131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 967f64cf-6c9a-4043-baf6-621861d43977 · outbound

This paper cites Federated Learning with Personalization Layers.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Federated Learning with Personalization Layers

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.360515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c3795da-d68d-4941-a21a-662ae94bd6f3 · outbound

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

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.366976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61df7c7c-b75a-4b98-b191-df2868ff35a0 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.372836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8be25b6d-43dc-4eb3-a949-904c7f0e69ae · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.379135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6be628bf-e941-44f7-9321-c8ff90e15e6a · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.384260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc05bec4-d24f-4ee8-8d67-92fc98e03dd7 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.918305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b0c3fa5a-e90a-401a-84e9-b905c635c753 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.393997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c857572-5d98-4457-bf06-da160222f6ef · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.399115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3957b07d-4cd0-4f95-b4a1-54aef990d0c1 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.404334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064ed200-d580-4534-9d7a-0a041e09164b · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.871630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 99d22409-1acc-4fae-a4c5-b11715afd018 · outbound

This paper cites U.; and Jaggi, M.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning U.; and Jaggi, M

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.417126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dce6336-5739-413f-838e-52fa112ae9db · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.423103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f1c33b5-94ac-46f9-8215-512bb51d455c · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.428290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c646c245-04d3-48c9-8142-1fec0e3de756 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.433269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50a23d48-244c-4c87-a0e3-9d5676937797 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.439176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88aea380-f4f3-4332-bfdc-334b5c4dc8b7 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.801203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation acef8028-fae2-421c-9437-c048f77e810a · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.785425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7a2676cd-f34b-4897-aa49-682f3c613d14 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.456979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a87b765-b58b-4c5b-9d10-b31d1b724f2b · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.759134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1f0a65c2-85dd-4ed1-9e95-6dcfaefb31e7 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.743524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0d9a37a8-a144-43ed-b8a7-038a97623f1b · outbound

This paper cites Z.; Yu, H.; Cui, L.; and Yang, Q.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Z.; Yu, H.; Cui, L.; and Yang, Q

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:15:51.724920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 09609f78-45fc-4882-bbdd-ecc00aa54b5a · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.708283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c140b77d-c1d3-4175-bf49-487d28551a01 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.691867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b72a060f-1110-4aea-99b2-20bceac7dff7 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.675634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 790d462f-5115-4bfa-8481-4be1ae28a8a3 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.659654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2c8f00b0-4973-4fa9-aa37-e69cd9b6876e · outbound

This paper cites Personalized Federated Learning with First Order Model Optimization.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Personalized Federated Learning with First Order Model Optimization

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.495772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b90d832e-cffb-4c45-9b46-0765cdcd2818 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.500586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87fcf273-1dcd-4a11-99f3-12c38bf4bec1 · outbound

This paper cites Federated Learning with Non-IID Data.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Federated Learning with Non-IID Data

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.504825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87ce7eaa-40d0-4c0c-91e9-e9d1b8330400 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T19:15:51.509721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8efe7e1d-382e-4f73-839e-b4782d36d398 · outbound

This paper cites an unresolved cited work.

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:15:51.621772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.