Paper Citation Record · LEDGER

A Post-Processing-Based Fair Federated Learning Framework

As of 11 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 1 inbound Pith citation observation for arXiv:2501.15318.

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

pith.paper-citation-record.v1
2501.15318 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:28:00.655490Z

measured 58 of 58 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T00:52:25.736799Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:36:27.110934Z

Reference resolution

57 of 57 outbound references displayed

verified exact7
verified fuzzy1
unresolved48
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 08d5c410-70e3-4b77-9ec9-e5de995ecd46 · outbound

This paper cites Python Imaging Library.

A Post-Processing-Based Fair Federated Learning Framework Python Imaging Library

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:28:01.673263Z

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 08404cc6-3198-4185-8fd6-cd0a3a059451 · outbound

This paper cites Mitigating Bias in Federated Learning.

A Post-Processing-Based Fair Federated Learning Framework Mitigating Bias in Federated Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.442687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d738bf3a-aa18-4822-877b-3b0ddccc37e4 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.661667Z

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 9855e18a-459b-4b39-9366-05470fddb6a7 · outbound

This paper cites Deep Learning using Rectified Linear Units (ReLU).

A Post-Processing-Based Fair Federated Learning Framework Deep Learning using Rectified Linear Units (ReLU)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.450993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 837d2f83-8153-43ff-a073-d3c4c2a4f5f2 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.455081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb5367ef-50b3-4e4b-b76c-de01bed6f315 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.459146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 588cacbc-bfbd-412f-a687-a29ff74326ea · outbound

This paper cites AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias.

A Post-Processing-Based Fair Federated Learning Framework AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.463265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97ec6682-05f7-4502-99c3-c7748959c511 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.467223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00ba6f62-e25f-4449-ace4-4cf21ddabd6f · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.470831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80341ffa-30b9-4438-9749-726fc5f9dfc5 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.639857Z

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 3c2fbc75-996e-4e93-bdc3-adb1007cfc1d · outbound

This paper cites Fairness-aware Agnostic Federated Learning.

A Post-Processing-Based Fair Federated Learning Framework Fairness-aware Agnostic Federated Learning

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-10T14:28:01.007402Z

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 2be0c6c9-fed3-4f60-a474-eded578fc7e9 · outbound

This paper cites Post-Fair Federated Learning: Achieving Group and Community Fairness in Federated Learning via Post-processing.

A Post-Processing-Based Fair Federated Learning Framework Post-Fair Federated Learning: Achieving Group and Community Fairness in Federated Learning via Post-processing

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.483982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0267dc3-f70b-46db-a714-0f53ecd5fcc0 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.627619Z

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 83fdb77f-8044-41c4-bdfe-f541c021e81c · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.616365Z

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 428a2bd5-26f1-4888-b595-4909fad25561 · outbound

This paper cites Ezzeldin, Shen Yan, Chaoyang He, Emilio Ferrara, and A.

A Post-Processing-Based Fair Federated Learning Framework Ezzeldin, Shen Yan, Chaoyang He, Emilio Ferrara, and A

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.500751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b5d764b-5a54-4b25-974a-851e068d9757 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.605072Z

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 abd07b15-e943-4d97-9cfd-69191eb42b9a · outbound

This paper cites Equality of Opportunity in Supervised Learning.

A Post-Processing-Based Fair Federated Learning Framework Equality of Opportunity in Supervised Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.509551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5747b3ae-0bb3-447f-ac5a-d39a8e8c8b06 · outbound

This paper cites Identity Mappings in Deep Residual Networks.

A Post-Processing-Based Fair Federated Learning Framework Identity Mappings in Deep Residual Networks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.513951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96b740ab-3e6d-4e89-b4f9-a342914aa1d2 · outbound

This paper cites Shen, George Shih, Ronald M.

A Post-Processing-Based Fair Federated Learning Framework Shen, George Shih, Ronald M

Reference 19

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T14:28:01.590549Z

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 0aa34149-ed14-40fd-8e94-089ae9bb9dcc · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.521269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3b69bc1-ccaf-46b1-bf7c-6fc5e4cb5d98 · outbound

This paper cites Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift.

A Post-Processing-Based Fair Federated Learning Framework Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.524691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f074cfb9-4ef1-4a5d-8f20-a15d15c948fa · outbound

This paper cites Adam: A Method for Stochastic Optimization.

A Post-Processing-Based Fair Federated Learning Framework Adam: A Method for Stochastic Optimization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.528700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b44eed02-64ed-42df-b375-cbd9eeea63bd · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.567660Z

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 53831654-d3a4-470b-9640-2a574d8916b6 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.555639Z

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 06aeb6a9-91ba-4bd6-81d7-1b2d7ee262ef · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.543002Z

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 8efc0e06-a833-4106-a2b5-81288f2b73bf · outbound

This paper cites Fair Resource Allocation in Federated Learning.

A Post-Processing-Based Fair Federated Learning Framework Fair Resource Allocation in Federated Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.544656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1026af7-b9fa-404f-ba63-c3734b3fd5e0 · outbound

This paper cites Lima, Antônio H.

A Post-Processing-Based Fair Federated Learning Framework Lima, Antônio H

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.548689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8370a5db-ff32-4975-b174-87f5e9b5f7b3 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 28

Resolution: verified exact; doi, observed 2026-08-10T14:28:00.874057Z

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 e22b1c0c-22d9-4fc9-bb66-f4c1ad7059b1 · outbound

This paper cites Achieving Fairness Across Local and Global Models in Federated Learning.

A Post-Processing-Based Fair Federated Learning Framework Achieving Fairness Across Local and Global Models in Federated Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.556024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecc4271c-3471-491f-ac40-f72d268182cd · outbound

This paper cites Cross-Entropy Loss Functions: Theoretical Analysis and Applications.

A Post-Processing-Based Fair Federated Learning Framework Cross-Entropy Loss Functions: Theoretical Analysis and Applications

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.559652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f77dae5-399d-4226-ab04-72418ff8d2e0 · outbound

This paper cites Last-Layer Fairness Fine-tuning is Simple and Effective for Neural Networks.

A Post-Processing-Based Fair Federated Learning Framework Last-Layer Fairness Fine-tuning is Simple and Effective for Neural Networks

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-10T14:28:00.842949Z

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 ec04a940-ae24-4f7c-a817-99be13b57ee7 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.531570Z

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 ebff2bbb-ef2b-4de1-a314-45fbdbf6c3fd · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.520155Z

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 627873ab-ddc6-4afc-be5e-538b130e3799 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.508704Z

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 4fe6d4bb-90de-4e36-bee4-3b36a081be7b · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.578469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90050584-eb7f-4391-9057-7c1a51fc261f · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.496102Z

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 6ca4db63-f828-4e7e-b4e0-52e76daace9f · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.483074Z

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 dfca8069-8146-40d8-9b76-87d609625dfb · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.472348Z

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 1ac2cf1d-c41f-42a9-971b-9a49b895eb9f · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.

A Post-Processing-Based Fair Federated Learning Framework PyTorch: An Imperative Style, High-Performance Deep Learning Library

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.592155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dccf8158-bd06-4df5-bb77-247d1d1b33ea · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.460658Z

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 d9e42526-e9cd-43cd-b4ea-e72e4e2806b4 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 41

Resolution: verified exact; doi, observed 2026-08-10T14:28:00.798356Z

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 6a57d00f-c8b3-4e3a-8cac-57aaa049a9d2 · outbound

This paper cites An overview of gradient descent optimization algorithms.

A Post-Processing-Based Fair Federated Learning Framework An overview of gradient descent optimization algorithms

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.603627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e2d43d2-dea9-40ae-a6c2-84175c3181a8 · outbound

This paper cites A Survey on Group Fairness in Federated Learning: Challenges, Taxonomy of Solutions and Directions for Future Research.

A Post-Processing-Based Fair Federated Learning Framework A Survey on Group Fairness in Federated Learning: Challenges, Taxonomy of Solutions and Directions for Future Research

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.607644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e3b415e-c3a6-4668-9d05-d93474de309f · outbound

This paper cites MobileNetV2: Inverted Residuals and Linear Bottlenecks.

A Post-Processing-Based Fair Federated Learning Framework MobileNetV2: Inverted Residuals and Linear Bottlenecks

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.611550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48e0c5db-8839-4078-8ec0-ac019ac72bec · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.449164Z

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 43d7efd8-ff90-487e-bbd2-fbd8674d1f87 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:28:01.436105Z

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 910ed7b4-3441-4917-8a9e-733364a20d0c · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.622497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f79d7e8-122f-4aa2-a37e-c3ebbf4cf2ed · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 48

Resolution: verified exact; doi, observed 2026-08-10T14:28:00.745673Z

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 30763acf-139e-46e6-aa35-da2f124723c5 · outbound

This paper cites ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases.

A Post-Processing-Based Fair Federated Learning Framework ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.629721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a4f5cfd-f7fe-4ab6-8f17-d7c1b169f5f9 · outbound

This paper cites Bayesian Nonparametric Federated Learning of Neural Networks.

A Post-Processing-Based Fair Federated Learning Framework Bayesian Nonparametric Federated Learning of Neural Networks

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-08-10T14:28:00.730978Z

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 5fd8695f-0558-4313-a7ce-79fc2b2bdc55 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.637980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b12725f0-ba8e-43e9-964a-a1c7c2ac307b · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.641527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc66dc27-5ea7-4702-93b3-68a1b059ee76 · outbound

This paper cites Improving Fairness via Federated Learning.

A Post-Processing-Based Fair Federated Learning Framework Improving Fairness via Federated Learning

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.644855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c122c0f-039d-4494-a8dc-02b0a4aa06a3 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.648628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47552dfb-71ed-49cd-890d-e678bcf0a064 · outbound

This paper cites an unresolved cited work.

A Post-Processing-Based Fair Federated Learning Framework Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.652039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18014f30-07ba-4fb6-aa3b-afd970f7c06c · outbound

This paper cites The Federation Strikes Back: A Survey of Federated Learning Privacy Attacks, Defenses, Applications, and Policy Landscape.

A Post-Processing-Based Fair Federated Learning Framework The Federation Strikes Back: A Survey of Federated Learning Privacy Attacks, Defenses, Applications, and Policy Landscape

Reference 56

Resolution: verified exact; local_arxiv, observed 2026-08-10T14:28:01.080815Z

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 1f85a247-f806-4455-aa51-20463e8b3b65 · outbound

This paper cites Fairness Through Awareness.

A Post-Processing-Based Fair Federated Learning Framework Fairness Through Awareness

Reference 2011

Resolution: unresolved; no resolver link, observed 2026-08-10T14:28:00.496385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b6ce9e0a-47ac-4ce2-af53-8bc16e2c2072 · inbound

Robust Server Defense Against Unreliable Clients in One-Shot Fair Collaborative Machine Learning cites this paper.

Robust Server Defense Against Unreliable Clients in One-Shot Fair Collaborative Machine Learning A Post-Processing-Based Fair Federated Learning Framework

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:36:27.113898Z

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.