Paper Citation Record · LEDGER

FedAH: Aggregated Head for Personalized Federated Learning

As of 18 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2412.01295.

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

pith.paper-citation-record.v1
2412.01295 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:35:29.548291Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

28 of 28 outbound references displayed

verified exact0
verified fuzzy5
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f37ce5d-3a92-433b-9016-ffa34f3d9be7 · outbound

This paper cites Federated recommendation systems,.

FedAH: Aggregated Head for Personalized Federated Learning Federated recommendation systems,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.421500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9622f19e-538c-40d6-8746-5198726dab53 · outbound

This paper cites Federated learning for internet of things: A comprehensive survey,.

FedAH: Aggregated Head for Personalized Federated Learning Federated learning for internet of things: A comprehensive survey,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.426437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 355b7460-7ef0-4dc6-b9d5-79981a411244 · outbound

This paper cites Fedcp: Separating feature information for personalized federated learn- ing via conditional policy,.

FedAH: Aggregated Head for Personalized Federated Learning Fedcp: Separating feature information for personalized federated learn- ing via conditional policy,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:35:29.880213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9fd2996e-4f75-480b-9b4e-9521ba7ebacb · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning Advances and open problems in federated learning,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.435676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c83c061-3aae-4064-a03f-fb9ebf9a1fcc · outbound

This paper cites Federated optimization in heterogeneous networks,.

FedAH: Aggregated Head for Personalized Federated Learning Federated optimization in heterogeneous networks,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.440362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31640b6b-b58e-4d6e-839b-f4eeb9b95e17 · outbound

This paper cites Towards personalized federated learning,.

FedAH: Aggregated Head for Personalized Federated Learning Towards personalized federated learning,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.445012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc422b1-a309-482d-8482-9fc22fa7f487 · outbound

This paper cites Eliminating domain bias for federated learning in representation space,.

FedAH: Aggregated Head for Personalized Federated Learning Eliminating domain bias for federated learning in representation space,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:35:29.834309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6561b05a-be1f-4782-b231-5df91bd892c3 · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning Communication-efficient learning of deep networks from decentralized data,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.454657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b72b210a-acb4-4285-9fba-b85a31318d69 · outbound

This paper cites Federated machine learning: Concept and applications,.

FedAH: Aggregated Head for Personalized Federated Learning Federated machine learning: Concept and applications,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.459207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82fb2da8-70e9-4cfa-a0e7-e98f39400763 · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning Per- sonalized cross-silo federated learning on non-iid data,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.464666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7a4fc17-a10e-41be-8b27-9e36c8a38c80 · outbound

This paper cites Personalized federated learning with moreau envelopes,.

FedAH: Aggregated Head for Personalized Federated Learning Personalized federated learning with moreau envelopes,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.469478Z

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Unavailable: canonical work link unavailable.

Observation 2132fa96-0730-40b6-aea5-c381412c7cbc · outbound

This paper cites Personalized federated learning with theoretical guarantees: A model-agnostic meta-learning approach,.

FedAH: Aggregated Head for Personalized Federated Learning Personalized federated learning with theoretical guarantees: A model-agnostic meta-learning approach,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:35:29.778615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c2c0fa2f-349f-4bac-9658-59593f1c5940 · outbound

This paper cites Federated Meta-Learning with Fast Convergence and Efficient Communication.

FedAH: Aggregated Head for Personalized Federated Learning Federated Meta-Learning with Fast Convergence and Efficient Communication

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.479316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed59823c-2cd4-4bf3-9873-aaf92b7dc576 · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning Ditto: Fair and robust federated learning through personalization,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.484142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49adbc56-6007-4db7-aa67-bcf80bdd3639 · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning Personalized Federated Learning with First Order Model Optimization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.488432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01fd8421-8414-467c-ba89-225cbab53923 · outbound

This paper cites Adapt to adaptation: Learning personalization for cross-silo federated learning,.

FedAH: Aggregated Head for Personalized Federated Learning Adapt to adaptation: Learning personalization for cross-silo federated learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:35:29.752304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 835cb1ef-cd68-45e2-a424-0d6cac241e2c · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning Fedala: Adaptive local aggregation for personalized federated learning,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.498286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85b090dc-e342-4ac6-b102-52339a2a50a0 · outbound

This paper cites Federated Learning with Personalization Layers.

FedAH: Aggregated Head for Personalized Federated Learning Federated Learning with Personalization Layers

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.503421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e2e122b-3f51-46b5-858f-fb9f9b41def4 · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning Exploiting shared representations for personalized federated learning,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.508860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aa4d804-2306-4c64-ba89-bb0029cc380b · outbound

This paper cites Model-contrastive federated learning,.

FedAH: Aggregated Head for Personalized Federated Learning Model-contrastive federated learning,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.513025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b14d81a-2a98-486c-a3e0-f60ef573b335 · outbound

This paper cites Gradient-based learning applied to document recognition,.

FedAH: Aggregated Head for Personalized Federated Learning Gradient-based learning applied to document recognition,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.517526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6c470b7-d5f7-4f83-81c4-51986ac01ef7 · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning Learning multiple layers of features from tiny images,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.521867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42699be2-91ad-40c1-aa81-c3cb2716931f · outbound

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

FedAH: Aggregated Head for Personalized Federated Learning A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.526062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b771b3e7-5a53-41c8-928e-14f7fac9103c · outbound

This paper cites Deep residual learning for image recognition,.

FedAH: Aggregated Head for Personalized Federated Learning Deep residual learning for image recognition,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.530746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 571c62e0-18bb-4922-bfc1-5e967dbb56a2 · outbound

This paper cites Character-level convolutional net- works for text classification,.

FedAH: Aggregated Head for Personalized Federated Learning Character-level convolutional net- works for text classification,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.535030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4369d308-0827-4fc6-a7d0-e194bf96358c · outbound

This paper cites Bag of Tricks for Efficient Text Classification.

FedAH: Aggregated Head for Personalized Federated Learning Bag of Tricks for Efficient Text Classification

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.539208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c394f69d-7688-4d86-9089-428a2f2e14d3 · outbound

This paper cites Personalized federated learning using hypernetworks,.

FedAH: Aggregated Head for Personalized Federated Learning Personalized federated learning using hypernetworks,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:35:29.668371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3f05cb52-e892-4907-a9b1-88e53ba4457e · outbound

This paper cites Ensemble distillation for robust model fusion in federated learning,.

FedAH: Aggregated Head for Personalized Federated Learning Ensemble distillation for robust model fusion in federated learning,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T04:35:29.548291Z

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Pith citing papers

No inbound Pith citation observations are available.