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Paper Citation Record · LEDGER

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning

As of 15 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2502.00354.

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

pith.paper-citation-record.v1
2502.00354 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:22:38.120109Z

measured 69 of 69 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

69 of 69 outbound references displayed

  • verified exact4
  • verified fuzzy7
  • unresolved56
  • parse uncertain0
  • malformed identifier2
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5f64d8b4-bbee-42c3-85bf-5e43c27b8f8f · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 1

Resolution
unresolved
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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.

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Observation 5d1a0564-23aa-47a5-a5f9-16173a1f875c · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 2

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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.

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Observation 7bafdc9e-3aaa-43bc-a8d5-eb5bb40a5b3b · outbound

This paper cites Morris Chang.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Morris Chang

Reference 3

Resolution
verified exact
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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.

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Observation f246465f-6a23-4846-b03f-a7a9724141ed · outbound

This paper cites Federated Learning with Personalization Layers.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Federated Learning with Personalization Layers

Reference 4

Resolution
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no resolver link, observed 2026-08-09T19:22:37.875376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:37.875376Z digest=sha256:cac34b79881295cd3057aa82329c681fdd27019ad23745880f998e50eb37948f

Observation 9746396a-de27-4dd4-8fe7-1912821fae74 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 5

Resolution
verified exact
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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.

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Observation 6171810c-da9b-42e1-a660-0e115e24e718 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 6

Resolution
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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.

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Observation e8ae0955-3178-43b4-a004-724765d83680 · outbound

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

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6d703442-c00f-4803-9ac3-e1b626877fe0 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 8

Resolution
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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.

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Observation adc83f7f-d578-48ea-a87c-63e0171acaaa · outbound

This paper cites Why Can GPT Learn In-Context? Language Models Implicitly Perform Gradient Descent as Meta-Optimizers.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Why Can GPT Learn In-Context? Language Models Implicitly Perform Gradient Descent as Meta-Optimizers

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:37.897107Z digest=sha256:5a3f7d420cf0ba9dc7929b2cf3c745bf3f072b531899c6484cb26b2d98f90b2f

Observation 2aeb114d-d694-4331-8604-200f8151b0d7 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 10

Resolution
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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.

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Observation c7068fc0-1415-46b0-8678-09c59f7fd069 · outbound

This paper cites Dinh, Nguyen Hoang Tran, and Tuan Dung Nguyen.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Dinh, Nguyen Hoang Tran, and Tuan Dung Nguyen

Reference 11

Resolution
verified fuzzy
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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.

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Observation 3c3bf642-c43d-441a-9040-2eabf861d728 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 12

Resolution
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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.

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Observation 463d7e4f-922a-4d8a-a64b-0f65bf2f0bb5 · outbound

This paper cites Ozdaglar.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Ozdaglar

Reference 13

Resolution
verified fuzzy
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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.

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Observation 5e2e7f5f-c8b8-4b26-b4cb-e88b3128051a · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 14

Resolution
unresolved
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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.

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Observation 9130722e-dc05-4938-8126-70cecb1092da · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 15

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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.

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Observation 6852d754-37b5-48e4-b863-6dad1f3c505f · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 16

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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.

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Observation 752b0116-e558-4811-8cc8-626e989b1420 · outbound

This paper cites Federated Learning for Mobile Keyboard Prediction.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Federated Learning for Mobile Keyboard Prediction

Reference 17

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3c52e254-1cbe-456a-9126-91fae4a7ba52 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 18

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Observation a27f4475-e58d-4c92-8a5d-2c5afb27cdb3 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 19

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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.

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Observation fe7d940a-2a4d-4562-bfd1-0dfcbef85090 · outbound

This paper cites Jacobs, Michael I.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Jacobs, Michael I

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 859d6b78-2733-437f-b218-5ee7b74dc198 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 21

Resolution
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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.

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Observation 99b12079-85ec-4aa5-9972-5262d8c978fb · outbound

This paper cites Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista A.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista A

Reference 22

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Observation 42425a6e-48f2-4040-9244-eb6a9ae6d821 · outbound

This paper cites Reddi, Se- bastian U.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Reddi, Se- bastian U

Reference 23

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

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Observation 0d59f31a-a5dc-4b22-a1d2-9d1830e83286 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 24

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Unavailable: canonical work link unavailable.

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Observation b44e4b2f-1146-4dcc-93d7-8cdf6af29bb8 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 25

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Observation 7fbb7b24-1393-4cd4-9e4f-5e40f544aa3a · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 26

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Unavailable: canonical work link unavailable.

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Observation 8c0d33b4-6392-4761-95ca-17d33d21d1dd · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 27

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Unavailable: canonical work link unavailable.

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Observation 7e0a3e4e-d2ec-4f21-9e75-ec4d1d1df3a1 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 28

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Unavailable: canonical work link unavailable.

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Observation 147d597f-e6ef-4371-b87c-715969825f17 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 29

Resolution
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Source-reported events for the cited work

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Observation 011f84a5-e866-4736-9ae4-6aac18b4eff1 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 30

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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.

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Observation eeb37717-786a-44cc-9e09-ce888ec72d70 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 31

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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.

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Observation 18acf16b-43eb-4d56-89bd-b186e0a02a7f · outbound

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

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 336f3866-6eb9-4ec5-aea1-49f6fcf7e9ba · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 30350f0c-475f-477d-a921-4e8ad4d2a30f · outbound

This paper cites Think Locally, Act Globally: Federated Learning with Local and Global Representations.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Think Locally, Act Globally: Federated Learning with Local and Global Representations

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b05c1c09-689f-48c4-85e3-b4b026f28d05 · outbound

This paper cites Stich, and Martin Jaggi.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Stich, and Martin Jaggi

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:22:38.592278Z

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.

source=pdf_text observed=2026-08-09T19:22:38.003960Z digest=sha256:169263632496b85229ce3ca0f92e192da7264d68649674df19acaf319e218bc0

Observation a58af274-3d48-470b-9e7c-160a741481a4 · outbound

This paper cites Owens, and Yixuan Li.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Owens, and Yixuan Li

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.007782Z digest=sha256:cad4b1f209a81bdd4fe82fa83c09a58502fe9453d01dc7799bfbcff623b963e1

Observation 3dc46169-192f-444b-981b-e7110d8ff287 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 37

Resolution
verified exact
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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.

source=pdf_text observed=2026-08-09T19:22:38.011810Z digest=sha256:5c46cc0d66859c81a414a12a8547f20b9e5a374b270163827bfaea28cef3c8ec

Observation 72eb0319-889f-4c84-b8cd-3b8f6785d26e · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.564115Z

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.

source=pdf_text observed=2026-08-09T19:22:38.015272Z digest=sha256:4911c2c653192921f0cbfd170dfa67966e5aeaa4fd247a0adb4d49bde4d45222

Observation ec7808ac-0dbb-4323-a46a-0e5c39dd9f1e · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 39

Resolution
malformed identifier
no resolver link, observed 2026-08-09T19:22:38.018977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.018977Z digest=sha256:e7a6be63fb624dcb257dba9e2afa513d03fc858624b5505f7827500835d7a94f

Observation fb033856-708b-4c8b-8a43-c8d146df62ad · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.553122Z

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.

source=pdf_text observed=2026-08-09T19:22:38.022806Z digest=sha256:08bce55feafba6218f8c481a86a9a6069b474f5da9d83a1911487eaf30fcfd01

Observation d4d7c248-a257-462a-9ee1-7a90dfa23f05 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.542215Z

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.

source=pdf_text observed=2026-08-09T19:22:38.026936Z digest=sha256:79c248a6bd7fd58b515e6784a5a108123cadb0ef152ed32c27b02e5236a96435

Observation ad3f60f0-b77b-44e0-951f-89722f6cc789 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.531042Z

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.

source=pdf_text observed=2026-08-09T19:22:38.031319Z digest=sha256:6f3f8d19e94bcee59b7e2412847fe757c0cce8d41af1b82300442984944a5941

Observation eb6fab3a-ee0b-4011-a9f9-3a9adea56cd2 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-09T19:22:38.035110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.035110Z digest=sha256:069ec3e7d18c8b67170e8686b7b041281755706a08b9abf896eff99d902c57f5

Observation 4d6e0f4c-575f-4b1c-9211-b63a3239e167 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-09T19:22:38.038904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.038904Z digest=sha256:e219a90eb12db142e6d50b9b19ed6abb41567fb58fbaaccd9abb2279540bc7bb

Observation a1e464b2-f52a-425d-be93-06b33508ce37 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.506493Z

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.

source=pdf_text observed=2026-08-09T19:22:38.042505Z digest=sha256:b6e3a09cfe8611023a54faaa247f892f439fd17d51a2649ebf6e318c9fb62949

Observation 7a0a47b7-173f-49c2-af8a-a9ba732d76db · outbound

This paper cites Federated Mutual Learning.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Federated Mutual Learning

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-09T19:22:38.046234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.046234Z digest=sha256:d4a7ae4f36ea78ca41ea5a8af2c58fbe17e6245af97fd007f527352acd1f58f4

Observation 42aa9e58-f54f-41d8-8469-0a6daa9693b7 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.494843Z

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.

source=pdf_text observed=2026-08-09T19:22:38.050236Z digest=sha256:663af5f567233d388f32ecf70f72723abf149c18e7c4854bbbb039456ab8600e

Observation 71e0412d-2f3d-4c95-b2df-ef2b5600eb03 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.483098Z

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.

source=pdf_text observed=2026-08-09T19:22:38.054384Z digest=sha256:58d3245de37cf1c7bb08e9b128a0892ae0a1029f009dffb927ea20266380a5ca

Observation dedf5d19-bb87-4777-bd7b-77ffd79d31e8 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.472303Z

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.

source=pdf_text observed=2026-08-09T19:22:38.058300Z digest=sha256:de8ea1e86afc491e23fbf49321342424ae8909b783d5b06adec66d412ccc493b

Observation 53be90ac-6979-4a37-a98e-6233c4281faf · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.460870Z

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.

source=pdf_text observed=2026-08-09T19:22:38.061731Z digest=sha256:967250e13c0f9e04c3919fcf889e7ee32ba10fb633edc6d327a2a8d68c054a08

Observation 1f76e1c8-1ef8-44b1-8256-fcb5236a3e06 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 51

Resolution
verified exact
doi, observed 2026-08-09T19:22:38.450095Z

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.

source=pdf_text observed=2026-08-09T19:22:38.065230Z digest=sha256:cf11dc0b58f19257a718057b43d3d04232fe121e949ed2eb475bcf475d9f28c2

Observation be71127d-6a5e-45f7-a0d9-a5fa264bee42 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-09T19:22:38.069090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.069090Z digest=sha256:121ae7177293a280854515e967365e50d5be80192acb2e59e72847917075a521

Observation 03c4121c-b0a2-4b92-9d81-8321a06d0cde · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-09T19:22:38.072517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.072517Z digest=sha256:f9dc9cef1b4490e474aa60443adafb51aea2d37f084c7d81010ac42e06ba10a4

Observation 5147fb03-96bd-4680-8283-f4d72f00dcf4 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.432091Z

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.

source=pdf_text observed=2026-08-09T19:22:38.076383Z digest=sha256:29f982ae0703f1c9d50d4fcdc62767abb64bbe02829a932217ad2f601353e4c4

Observation a356bd54-5fe9-4920-9214-214609eb5d5c · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 55

Resolution
malformed identifier
raw_fallback, observed 2026-08-09T19:22:38.421758Z

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.

source=pdf_text observed=2026-08-09T19:22:38.079916Z digest=sha256:24da379d399d69d179f71ba6e58f3778d65e025df06a6e0dc52cd09a21e3db8e

Observation a74a6cd5-a2b6-4ef6-8e92-f156a3de652e · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.410466Z

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.

source=pdf_text observed=2026-08-09T19:22:38.083721Z digest=sha256:8d503febd6d505b1b4deed7f37565573fda4d3986c7f126ba12876e44e305676

Observation 43b80815-ec29-4d8c-82fc-e484e9d7603c · outbound

This paper cites pFedMoE: Data-Level Personalization with Mixture of Experts for Model-Heterogeneous Personalized Federated Learning.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning pFedMoE: Data-Level Personalization with Mixture of Experts for Model-Heterogeneous Personalized Federated Learning

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-09T19:22:38.087480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.087480Z digest=sha256:bb0a95f3d275a8d84e53e8d79c9969851a6da385ba5ba847dd824b9270bfebd8

Observation 3e924cd7-67c5-49ec-b162-6b25460bb0a6 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.398561Z

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.

source=pdf_text observed=2026-08-09T19:22:38.091378Z digest=sha256:8baa2692b3545ddf265bc325bc187620d1392c0874964c11c16dc41f7822220c

Observation 83ce193d-0af7-4355-bc53-da2b090aefbc · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.387519Z

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.

source=pdf_text observed=2026-08-09T19:22:38.095251Z digest=sha256:82ef844b6ffc501e37b092e70b324924dde3004eae727802b5b90f45ae4c2994

Observation d6651760-775c-4f30-9586-333ddee6f54c · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.376294Z

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.

source=pdf_text observed=2026-08-09T19:22:38.099384Z digest=sha256:31e3134334c3d6b5142741d75fc1f920701e1f06409b23fa7a2aa1e24c83f164

Observation b1254293-9f98-4308-9fa2-fc4f3dcfd77c · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.364730Z

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.

source=pdf_text observed=2026-08-09T19:22:38.103323Z digest=sha256:53d3987d7b0fcdfc4b8d1efe73d688289115a7f414bacddcceb7fe20c97c6bb9

Observation 5435e7fa-d626-41f8-982b-5916d19e1006 · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.353451Z

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.

source=pdf_text observed=2026-08-09T19:22:38.107268Z digest=sha256:e1b7272482fc5aaaa99bf67b7c67f9d435be2e7ae1125f46461d24242900d83a

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

This paper cites PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark.

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.

source=pdf_text observed=2026-08-09T19:22:38.110494Z digest=sha256:17e083ab72482b347024ab1ef453f3f614cf2052146f0db5d43c2d26807276de

Observation 58cacc1c-46f1-4435-88a1-dc5da65dfb3a · outbound

This paper cites an unresolved cited work.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:22:38.339892Z

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.

source=pdf_text observed=2026-08-09T19:22:38.114037Z digest=sha256:ce54c1b9a0435b4fb37a4ed1686f90fe750bc7649905b457e9697f0231f3f2d1

Observation 8f68b496-5f90-4792-8ef9-3c43b4d19d17 · outbound

This paper cites Zhao, Andrew M.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Zhao, Andrew M

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:22:38.326634Z

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.

source=pdf_text observed=2026-08-09T19:22:38.117094Z digest=sha256:705a4c30b0a29bb72e7db7509c1ab627068b0dde5a46d266c2457fa516dc2379

Observation 5d55381f-d0d8-4907-a602-dba86b5624d9 · outbound

This paper cites fine" label (its specific class) and a.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning fine" label (its specific class) and a

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:22:38.312668Z

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.

source=pdf_text observed=2026-08-09T19:22:38.120109Z digest=sha256:9dd49129926ef631dd43307ff282956b7dbd3ebc223b8cbef6f8b06b7e1faa9e

Observation 6e3b1dda-ccdb-40df-8389-4c6946055833 · outbound

This paper cites Neural Comput.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning Neural Comput

Reference 1991

Resolution
unresolved
no resolver link, observed 2026-08-09T19:22:37.944179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:37.944179Z digest=sha256:a572626b3bd9987c8088e20c31f803575d33dc582ccae738a066f4c3b0f5ea32

Observation a18e62cf-fa67-44ca-9901-e0e85c9e743c · outbound

This paper cites In Ma- chine Learning and Knowledge Discovery in Databases.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning In Ma- chine Learning and Knowledge Discovery in Databases

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:22:38.603325Z

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.

source=pdf_text observed=2026-08-09T19:22:37.996963Z digest=sha256:08f3876b601341ec68c3a1fe282ab692776f5a31e0baa01006957e8dad435571

Observation 7bdcca1d-617e-4d77-94f5-4311a6249446 · outbound

This paper cites In Proceedings of the IEEE/CVF International Conference on Computer Vision.

PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning In Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-09T19:22:37.963241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:37.963241Z digest=sha256:23f50f85d98c3b58aeebed6d8f3f4b92126e55fd4a408f152884df203f1afeb4

Pith citing papers

No inbound Pith citation observations are available.