Paper Citation Record · LEDGER

PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2312.04992.

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

pith.paper-citation-record.v1
2312.04992 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:35:27.420700Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T19:05:00.962653Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f6fbf804-98b8-453f-a06f-b6560e1ba5a6 · inbound

AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models cites this paper.

AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-24T01:13:42.761291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 69aa6662-50fb-4f4a-8ea7-b56a3af02342 · inbound

Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning cites this paper.

Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T20:35:27.420700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b5cd6a4-f67a-402a-9254-9133d2d93d93 · inbound

pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data cites this paper.

pFedWN: A Personalized Federated Learning Framework for D2D Wireless Networks with Heterogeneous Data PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T19:44:07.104857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b4cefac-f0de-45d9-bd1e-5e723d9751b0 · inbound

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning cites this paper.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-09T19:22:38.110494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3ea20f5-3305-4d71-ab36-dccb94bd7325 · inbound

FedRIR: Rethinking Information Representation in Federated Learning cites this paper.

FedRIR: Rethinking Information Representation in Federated Learning PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T17:34:01.684440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30b60aa5-9bb2-4550-aec8-e416fb0c331b · inbound

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics cites this paper.

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-20T14:28:21.394841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 96eb5f5f-718f-4e91-b1b6-4cc8e8251198 · inbound

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics cites this paper.

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-06-30T19:05:00.964093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.