Paper Citation Record · LEDGER

Over-the-Air Fair Federated Learning via Multi-Objective Optimization

As of 16 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 2 inbound Pith citation observations for arXiv:2501.03392.

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

pith.paper-citation-record.v1
2501.03392 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:56:58.517158Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:32:54.495968Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T18:58:04.306136Z

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy18
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1474d351-c82c-45ad-8172-6f9a20c50bfc · outbound

This paper cites Communication-efficient learning of networks from decentralized data,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Communication-efficient learning of networks from decentralized data,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.785991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 47718152-3b4e-49c0-af54-306f34492f20 · outbound

This paper cites Training neural networks on remote edge devices for unseen class classification,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Training neural networks on remote edge devices for unseen class classification,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.773820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9ea106b8-b4c1-4537-8d21-0a4de3036580 · outbound

This paper cites Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T21:56:58.464968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32028f92-9b8b-48d8-9c69-c8fc35ad81e0 · outbound

This paper cites Federated learning via over-the-air computation,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Federated learning via over-the-air computation,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.754096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 60af023e-360d-48ef-96e2-40c623988a68 · outbound

This paper cites Over-the-air federated learning via second-order optimization,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Over-the-air federated learning via second-order optimization,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.742599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 45bffc11-2537-4c17-8fc3-6a509e1d6a12 · outbound

This paper cites Over-the- air federated learning exploiting channel perturbation,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Over-the- air federated learning exploiting channel perturbation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.731657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cb60b8ed-63bc-4722-94d2-5ef5b982af0c · outbound

This paper cites Fed-it: Addressing class imbalance in federated learning through an information- theoretic lens,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Fed-it: Addressing class imbalance in federated learning through an information- theoretic lens,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.721015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6daa78af-6857-4ba8-9587-166bb88dbb99 · outbound

This paper cites Fair resource allocation in federated learning,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Fair resource allocation in federated learning,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.709263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1ca95254-f1a3-419d-b9da-9c120ede50e8 · outbound

This paper cites Tilted empirical risk minimization,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Tilted empirical risk minimization,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.697235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b3fcb409-7af6-4d0e-9186-8ba457978dd1 · outbound

This paper cites Distributed quasi-newton method for fair and fast federated learning,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Distributed quasi-newton method for fair and fast federated learning,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.676146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation afb35501-7e5d-449a-8d54-d8dec9163198 · outbound

This paper cites Fair wireless federated learning through the identification of a common descent direction,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Fair wireless federated learning through the identification of a common descent direction,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.635085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6ef8ee15-febe-4370-9342-0bf14771907f · outbound

This paper cites Federated learning meets multi-objective optimization,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Federated learning meets multi-objective optimization,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.625661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c398b132-93f8-4401-bda6-181265db4d86 · outbound

This paper cites Adafed: Fair federated learning via adaptive common descent direction,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Adafed: Fair federated learning via adaptive common descent direction,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.615590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d6e59caa-5127-431a-b6d6-d080df03ad43 · outbound

This paper cites Collette and P.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Collette and P

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.604138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 017d6d8f-e8fc-438f-96d4-6fd0fd2dc681 · outbound

This paper cites Algorithms for multicriterion optimization,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Algorithms for multicriterion optimization,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.592247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c5a302e9-9e3a-4694-9caf-1f879354e557 · outbound

This paper cites an unresolved cited work.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:56:58.581410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3dc603c6-8acf-4c65-97d9-8b75447a1f19 · outbound

This paper cites Agnostic federated learning,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Agnostic federated learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.570452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1a958a22-36a1-4f72-8bd7-668c574a9b99 · outbound

This paper cites Multiple-gradient descent algorithm (MGDA),.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Multiple-gradient descent algorithm (MGDA),

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.559411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cc75980a-d86d-4a9c-b46e-55a0eeb03cf1 · outbound

This paper cites Device scheduling in over-the-air federated learning via matching pursuit,.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Device scheduling in over-the-air federated learning via matching pursuit,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.547983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e1220d2c-878b-4539-9601-5fbcef310c3c · outbound

This paper cites Available: https://openreview.net/forum?id=KbteA50cni.

Over-the-Air Fair Federated Learning via Multi-Objective Optimization Available: https://openreview.net/forum?id=KbteA50cni

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:56:58.664725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 47f9b827-afe5-4465-b554-9a3f47398b58 · inbound

Distributed Quasi-Newton Method for Fair and Fast Federated Learning cites this paper.

Distributed Quasi-Newton Method for Fair and Fast Federated Learning Over-the-Air Fair Federated Learning via Multi-Objective Optimization

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-10T18:58:04.311810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7e4c74ee-ddd3-4dcb-8f52-400f9a29382a · inbound

FAIRVAR: Fair Federated Learning via Variance Regularization cites this paper.

FAIRVAR: Fair Federated Learning via Variance Regularization Over-the-Air Fair Federated Learning via Multi-Objective Optimization

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:54.495968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.