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Paper Citation Record · LEDGER

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

As of 11 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 2026-08-11T06:34:44.6726+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
  • metadata mismatch0

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

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Source-reported events for the cited work

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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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+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

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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.

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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 2026-08-11T06:34:44.6726+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
unresolved
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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.

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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

Resolution
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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 2026-08-11T06:34:44.6726+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.

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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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+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
unresolved
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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.

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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 2026-08-11T06:34:44.6726+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
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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.

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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

Resolution
unresolved
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Source-reported events for the cited work

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

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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 2026-08-11T06:34:44.6726+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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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

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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.

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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 2026-08-11T06:34:44.6726+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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Unavailable: canonical work link unavailable.

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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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Source-reported events for the cited work

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

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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.

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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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+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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no resolver link, observed 2026-08-09T19:22:37.993620Z

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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no resolver link, observed 2026-08-09T19:22:37.999982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:37.999982Z digest=sha256:0b621b8c92709514dc56b998f0cb8043ff86b60afa68cc7ca889759e19af18ff

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 2026-08-11T06:34:44.6726+00:00.

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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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no resolver link, observed 2026-08-09T19:22:38.007782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:22:38.007782Z digest=sha256:329cc70ca3243b9e4d02ed53b70e8a5683115631a24444c85de4857683ecd942

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
doi, observed 2026-08-09T19:22:38.575094Z

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.

source=pdf_text observed=2026-08-09T19:22:38.011810Z digest=sha256:43e678c56552b71acc15de1e1c068b6e3e34a2b85aaeef8b792328e702fc77e6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.015272Z digest=sha256:a4cd1a35291e3ec1439237f27ad71f94a8f68c8207520625b1a26824758be3f8

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=sha256:6c5ebffd203d1cace2621facb3e8f51f734c7f80ca91d4b85fc981b59a0cce0b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.022806Z digest=sha256:d887c3e88469cb1dcd1398c03bb1f76acfbf8e573379266382ecc5727f220cb5

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.026936Z digest=sha256:380090d61e2215032f00b03b864d8b772f67c4e4b3aa216b862a5c980e35431e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.031319Z digest=sha256:f189e3d74915cf8555d953158fc2d1da28a14735b2a94eac20b4b041bdfb078f

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:af2e74df19e893d66306f02dedc8b847d192aecd33a507658285f19af93cb9a0

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=sha256:0ca948ddcd9efdc39495f28ed3c295f476d4bce7a192c51b6e9cc7f6eb94916d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.042505Z digest=sha256:42c150ac7c0b7ba6cdb6e4b7101fb0a414e81e242d58b19f79b6047611224d78

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=sha256:9cb082b5a7aa18554733d5906c8b8904390a48e3418d0ab1891be342102dfd83

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.050236Z digest=sha256:2be96f218a0d85974d8c4527883e7cbaab2d68d186bdd9b67a0f1effc81b6f72

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.054384Z digest=sha256:a335254db5a344b5f0ba6fe3ee172e19472212ba32f158e332d3729e5a830bb8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.058300Z digest=sha256:a1d1e355706674a1c5de7860cea27bbda12c384c0709e5716bef1cc181850598

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.061731Z digest=sha256:9ead88d0e4efafe81d1a7569e83d7076d4782f75969db98f03c612538eb6723b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.065230Z digest=sha256:8ac223ba98fe81473b37cc2eb79fc24f65a67ec6c9d76ef025b45be3d159a48b

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:a9c66780d7163d70e31d780af7da2eca8fc708ba89f60978b081fcaf99e8afc1

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=sha256:820f9e56e1b3607096df22fc8b0a7c509e12726854df1d4483a61a1442f463fe

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.076383Z digest=sha256:f90ebd65ea519fc7ae4e462e574fabb305aa07dcc4259c1da0e8be69fe5e2544

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.079916Z digest=sha256:0c3bd9e15ed74bafac6af7278ebf5c7ea0f7740fb6a14baa6b9a0d637d78c5d3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.083721Z digest=sha256:43baf58c220661b958519a60a7d1232f5ff2baec466bb0e8863aa3f993c8e9ae

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=sha256:8d4e2fb1e0a5299c3c819912e4a8857c280985f3aebb0d051a3dc76d6dabb0be

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.091378Z digest=sha256:3810903511ecc523d35ee39d7c127de5a4e942d3f88e248f75b95b00fd228d15

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.095251Z digest=sha256:c4a997768364b61f7e95bc414149b79d2957b28094cb5d164ded66a73a0b91dc

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.099384Z digest=sha256:64f583896ad88d81f65d4609f6cd308b9b697b5f4193121f2353d4a33db2be89

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.103323Z digest=sha256:3e904d70417c8734c79c712a9e9be5328b0d4847656c5b2a4eff04cad5280bc4

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.107268Z digest=sha256:19ac246308fadc05e5976d171bf0e1210391a2fdf47d0056e73f8460ee33bd66

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=sha256:43582ae0319b3955ae78defa48b8cc5c735a653e552d68ec03682f767ba1dcea

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.114037Z digest=sha256:e181c5dd4b8477ffe1e01d77e15a0acbddbb538bf0ea0991f26cfb7b67318a03

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.117094Z digest=sha256:4bf2063a91a2d4324c97cbcdd85a62371d07b8f2f33b7ca0c35e65f9b4d37f6d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:38.120109Z digest=sha256:b9bfdc33f8abc9adcb744a17b355762e980b83828458e8f3ab3d46283c386ccb

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=sha256:4bd6178c86aca15ad3395ae8b8ca9c7e233df9c405e32a52434bb810bb94001a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T19:22:37.996963Z digest=sha256:bbc2dca81dc6f2dc88df605db8d45dbd9ea3e3106b39d9e9d7796ae929c3f186

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=sha256:18e0bd378aa5faf57c14fdede0d218dd0637513a111fb5a0d18cbffbf34b5f1a

Pith citing papers

No inbound Pith citation observations are available.