Paper Citation Record · LEDGER

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data

As of 10 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2502.07456.

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

pith.paper-citation-record.v1
2502.07456 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:47:02.067693Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

17 of 17 outbound references displayed

verified exact1
verified fuzzy13
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3e3620a0-1ec1-4ddf-9ef6-33e8c2d5f6b4 · outbound

This paper cites HyperNetworks.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data HyperNetworks

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T12:47:02.010825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 856f9cc0-0e33-4127-b475-88b64ff41030 · outbound

This paper cites Personalized cross-silo federated learning on non-iid data.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Personalized cross-silo federated learning on non-iid data

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.708197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 284633d5-369c-448d-9a93-f8f96566d7b7 · outbound

This paper cites Model-contrastive federated learning.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Model-contrastive federated learning

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.699714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9452baa9-e374-4fa1-a746-c9df3b0a04a8 · outbound

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

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Fedphp: Federated personalization with inherited private models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.691483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3d4dee01-c851-44f0-aa37-823c6d40ca5c · outbound

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

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Adapt to adaptation: Learning personalization for cross-silo federated learning

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.682453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c4f65678-1d65-4408-b0ac-8f1306a02099 · outbound

This paper cites Layer-wised model aggregation for personalized federated learning.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Layer-wised model aggregation for personalized federated learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.672143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a6dd4eb5-4220-4120-b11c-a8f7e284d074 · outbound

This paper cites Communication-Efficient Learning of Deep Networks from Decentralized Data.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Communication-Efficient Learning of Deep Networks from Decentralized Data

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.663119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eb1d7950-6eb0-49bf-af79-12011f0c9e3a · outbound

This paper cites Personalized federated learning using hypernetworks.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Personalized federated learning using hypernetworks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.653450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7b141f4f-a307-4283-a703-bb4a0b1646ef · outbound

This paper cites Fedproto: Federated prototype learning across heterogeneous clients.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Fedproto: Federated prototype learning across heterogeneous clients

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.643200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 51af0c26-679c-4677-b3ca-ddcfe86b6fdd · outbound

This paper cites Personalized federated learning for intelligent iot applications: A cloud-edge based framework.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Personalized federated learning for intelligent iot applications: A cloud-edge based framework

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.632310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b29c5960-edfd-47b9-8775-2a1df53b3495 · outbound

This paper cites Personalized Federated Learning with Feature Alignment and Classifier Collaboration.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Personalized Federated Learning with Feature Alignment and Classifier Collaboration

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T12:47:02.047218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32b0cae7-3dfc-472b-b9a8-62c42027b37b · outbound

This paper cites Federated machine learning: Concept and applications.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Federated machine learning: Concept and applications

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.622018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 45fe5d1e-a879-4d1d-9289-dde58c408690 · outbound

This paper cites Fedgh: Heterogeneous federated learning with generalized global header.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Fedgh: Heterogeneous federated learning with generalized global header

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.573281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 38e226e1-c070-4d4b-b34e-3c1d6ddd3765 · outbound

This paper cites B ayesian nonparametric federated learning of neural networks.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data B ayesian nonparametric federated learning of neural networks

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.495942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3cacc515-3d95-441a-85f7-7cf593d40f4b · outbound

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

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Fedala: Adaptive local aggregation for personalized federated learning

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T12:47:02.412413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 22ac47db-045f-4de4-8c72-abd1205a0dee · outbound

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

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data Eliminating domain bias for federated learning in representation space

Reference 16

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-08T12:47:02.288070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c110446a-b7de-4cfb-9529-91eb1c9ca733 · outbound

This paper cites write newline.

FedAPA: Server-side Gradient-Based Adaptive Personalized Aggregation for Federated Learning on Heterogeneous Data write newline

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T12:47:02.067693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.