Paper Citation Record · LEDGER

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems

As of 14 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 1 inbound Pith citation observation for arXiv:2412.03851.

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

pith.paper-citation-record.v1
2412.03851 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:06:06.178043Z

measured 25 of 25 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:01:17.955999Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T20:01:18.309624Z

Reference resolution

24 of 24 outbound references displayed

verified exact1
verified fuzzy16
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3881ebcd-59fa-4de2-af2c-817e5a945fd6 · outbound

This paper cites Dy- namic bank learning for semi-supervised federated image diagnosis with class imbalance,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Dy- namic bank learning for semi-supervised federated image diagnosis with class imbalance,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.581738Z

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 e08be540-775e-46f5-ad7c-e9f9a221938f · outbound

This paper cites Srda: Mobile sensing based fluid overload detection for end stage kidney disease patients using sensor relation dual autoencoder,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Srda: Mobile sensing based fluid overload detection for end stage kidney disease patients using sensor relation dual autoencoder,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T22:06:06.090839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 893e922c-b30c-4472-bf04-f91da3bf2eb6 · outbound

This paper cites Dfml: Dynamic federated meta-learning for rare disease prediction,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Dfml: Dynamic federated meta-learning for rare disease prediction,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.559919Z

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 984a8828-5cb2-4f81-b1f3-2a5c6559c149 · outbound

This paper cites Artificial intelligence-aided digital twin design: A systematic review,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Artificial intelligence-aided digital twin design: A systematic review,

Reference 4

Resolution: verified exact; raw_fallback, observed 2026-08-11T22:06:06.334528Z

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 d4d85b25-189c-4f41-b61e-566906888291 · outbound

This paper cites Federated learning systems for healthcare: perspective and recent progress,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Federated learning systems for healthcare: perspective and recent progress,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.544090Z

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 d6b356bf-3b5f-4a0c-a39a-34315a32e6b0 · outbound

This paper cites Fedbcgd: Communication-efficient accelerated block coordinate gradient descent for federated learning,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Fedbcgd: Communication-efficient accelerated block coordinate gradient descent for federated learning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.531666Z

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 74a38d2f-7403-46a8-a970-16cc3d977152 · outbound

This paper cites Pfed-ldp: A personalized federated local differential privacy framework for iot sensing data,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Pfed-ldp: A personalized federated local differential privacy framework for iot sensing data,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.518914Z

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 ae34ad59-cb75-4eee-8556-f8c0397aa122 · outbound

This paper cites Residential energy management system using personalized federated deep reinforcement learning,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Residential energy management system using personalized federated deep reinforcement learning,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.506103Z

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 acd50dba-5a7a-4384-9c9d-013d8c0d55b4 · outbound

This paper cites Difficulty- aware meta-learning for rare disease diagnosis,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Difficulty- aware meta-learning for rare disease diagnosis,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.494437Z

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 500ada51-bb6c-4093-b933-d133637b97fd · outbound

This paper cites Pfdrl: Personalized federated deep reinforcement learning for residen- tial energy management,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Pfdrl: Personalized federated deep reinforcement learning for residen- tial energy management,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T22:06:06.123622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f74f263e-b1bc-4530-baae-f9ec986d0305 · outbound

This paper cites Pmfl: Partial meta-federated learning for heterogeneous tasks and its applications on real-world medical records,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Pmfl: Partial meta-federated learning for heterogeneous tasks and its applications on real-world medical records,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.473089Z

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 bc4e03bd-26bf-4ba4-8240-c0c123f611cb · outbound

This paper cites A survey on federated learning,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems A survey on federated learning,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T22:06:06.131410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7744db1-63b8-4b7c-83fc-cadb70997d83 · outbound

This paper cites Fed-ldr: Federated local data-infused graph creation with node-centric model refinement,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Fed-ldr: Federated local data-infused graph creation with node-centric model refinement,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.451021Z

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 e1d56c74-62ec-4e68-b631-f27be5a03e7a · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems On the Convergence of FedAvg on Non-IID Data

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T22:06:06.139258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf10d17-51fb-46bf-83d7-a53199f36ac6 · outbound

This paper cites Federated optimization in heterogeneous networks,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Federated optimization in heterogeneous networks,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T22:06:06.143439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ea08ef-6d89-4639-864e-89afb5f127e6 · outbound

This paper cites Federated learning of predictive models from federated electronic health records,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Federated learning of predictive models from federated electronic health records,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.429975Z

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 eb178b35-e633-4346-8fd7-74e104f775e3 · outbound

This paper cites FedBN: Federated Learning on Non-IID Features via Local Batch Normalization.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T22:06:06.150924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f17271be-adaf-451a-9083-26ced47e1c26 · outbound

This paper cites Siloed federated learning for multi-centric histopathology datasets,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Siloed federated learning for multi-centric histopathology datasets,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.416765Z

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 d30dc705-04e1-46ca-85dd-913ff8637aa1 · outbound

This paper cites Fedhealth: A federated transfer learning framework for wearable healthcare,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Fedhealth: A federated transfer learning framework for wearable healthcare,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.404791Z

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 86e043b7-566a-41b6-b8e0-1039131d926c · outbound

This paper cites On Bridging Generic and Personalized Federated Learning for Image Classification.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems On Bridging Generic and Personalized Federated Learning for Image Classification

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T22:06:06.161980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5ef76de-4623-4484-bab0-f8af2b40580a · outbound

This paper cites Federated reinforcement learning-supported ids for iot-steered healthcare systems,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Federated reinforcement learning-supported ids for iot-steered healthcare systems,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.392470Z

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 6830e1ae-f0f8-497a-a9df-d4e5cde0ad9b · outbound

This paper cites Protecting personal healthcare record using blockchain & federated learning technologies,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Protecting personal healthcare record using blockchain & federated learning technologies,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.377894Z

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 a0df4fbb-1c54-4b53-8333-91c5a852569e · outbound

This paper cites Metafed: Feder- ated learning among federations with cyclic knowledge distillation for personalized healthcare,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Metafed: Feder- ated learning among federations with cyclic knowledge distillation for personalized healthcare,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.365082Z

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 8e4d3624-0669-4f88-b3f2-7fbf28181e2c · outbound

This paper cites Federated meta- learning enhanced acoustic radio cooperative framework for ocean of things,.

FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Federated meta- learning enhanced acoustic radio cooperative framework for ocean of things,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:06:06.352840Z

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

Observation cf798698-16fa-4631-a9c2-6e318c3c4e1d · inbound

H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications cites this paper.

H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:01:18.318063Z

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.