Paper Citation Record · LEDGER

Federated Optimization in Heterogeneous Networks

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:1812.06127.

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

pith.paper-citation-record.v1
1812.06127 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:52:35.739963Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

452
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 84da2005-9ec8-4e29-9021-caab101eb998 · inbound

Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification cites this paper.

Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification Federated Optimization in Heterogeneous Networks

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T17:37:07.775072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9dc36f0b-3ff2-4c51-ad23-6b92dfb8f5e4 · inbound

Adaptive Federated Optimization cites this paper.

Adaptive Federated Optimization Federated Optimization in Heterogeneous Networks

Reference 224

Resolution: verified exact; arxiv_id, observed 2026-05-21T10:30:58.837651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e2f8194d-f4df-4ff6-8e4a-f9178e4c369c · inbound

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices cites this paper.

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices Federated Optimization in Heterogeneous Networks

Reference 126

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:05:16.276474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 486ca158-8651-4c8f-b270-3ba74ca47521 · inbound

AFBS:Buffer Gradient Selection in Semi-asynchronous Federated Learning cites this paper.

AFBS:Buffer Gradient Selection in Semi-asynchronous Federated Learning Federated Optimization in Heterogeneous Networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T00:52:35.739963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5818b379-b891-4631-8e1a-da09f8f83197 · inbound

FedCLAM: Client Adaptive Momentum with Foreground Intensity Matching for Federated Medical Image Segmentation cites this paper.

FedCLAM: Client Adaptive Momentum with Foreground Intensity Matching for Federated Medical Image Segmentation Federated Optimization in Heterogeneous Networks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T22:08:37.841336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1048e8be-0ed4-4b73-b7b3-1fbbd43301ac · inbound

FedEve: On Bridging the Client Drift and Period Drift for Cross-device Federated Learning cites this paper.

FedEve: On Bridging the Client Drift and Period Drift for Cross-device Federated Learning Federated Optimization in Heterogeneous Networks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T18:34:15.615200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73461cf1-0403-4934-88c5-0808127f3218 · inbound

DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models cites this paper.

DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models Federated Optimization in Heterogeneous Networks

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T19:48:49.217549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53952225-be84-4b2a-92a7-f07169113d76 · inbound

Taming Volatility: Stable and Private QUIC Classification with Federated Learning cites this paper.

Taming Volatility: Stable and Private QUIC Classification with Federated Learning Federated Optimization in Heterogeneous Networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T18:22:42.836893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af944b10-89c8-4112-934b-abec1ef0aeea · inbound

Exploring Cross-Client Memorization of Training Data in Large Language Models for Federated Learning cites this paper.

Exploring Cross-Client Memorization of Training Data in Large Language Models for Federated Learning Federated Optimization in Heterogeneous Networks

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T08:31:06.792772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation de0ae619-6f6f-4797-bf9f-c459ae7cf95d · inbound

The Impact of Federated Learning on Distributed Remote Sensing Archives cites this paper.

The Impact of Federated Learning on Distributed Remote Sensing Archives Federated Optimization in Heterogeneous Networks

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:16:00.703160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37355a42-37f3-40fa-a390-6150eb192391 · inbound

Evaluating Federated Learning approaches for mammography under breast density heterogeneity cites this paper.

Evaluating Federated Learning approaches for mammography under breast density heterogeneity Federated Optimization in Heterogeneous Networks

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:01:14.347189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2ef77a10-3dbc-4e23-b5a3-a8cb8caf6a10 · inbound

Choose Wisely and Privately: Proactive Client Selection for Fair and Efficient Federated Learning cites this paper.

Choose Wisely and Privately: Proactive Client Selection for Fair and Efficient Federated Learning Federated Optimization in Heterogeneous Networks

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:13:59.725394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9a0f15ea-8a46-4514-9d96-086fea625eda · inbound

Choose Wisely and Privately: Proactive Client Selection for Fair and Efficient Federated Learning cites this paper.

Choose Wisely and Privately: Proactive Client Selection for Fair and Efficient Federated Learning Federated Optimization in Heterogeneous Networks

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-22T10:11:22.944641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ff2fda8f-afb6-414b-9ecf-99b23c221a25 · inbound

XAI-SOH-FL: Enhancing SOH-FL with Adaptive Aggregation and Explainable AI for Intrusion Detection in Heterogeneous IoT cites this paper.

XAI-SOH-FL: Enhancing SOH-FL with Adaptive Aggregation and Explainable AI for Intrusion Detection in Heterogeneous IoT Federated Optimization in Heterogeneous Networks

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-29T06:33:12.201931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 95abccf9-064c-4f2d-83f2-f49b8f928d6a · inbound

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries cites this paper.

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries Federated Optimization in Heterogeneous Networks

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-02T00:06:23.672398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 68469b73-9c74-41a4-a56e-8e29efb1a367 · inbound

TallyTrain: Communication-Efficient Federated Distillation cites this paper.

TallyTrain: Communication-Efficient Federated Distillation Federated Optimization in Heterogeneous Networks

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T19:47:18.790033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9fb74201-be08-430d-94b5-2bf8c6c332b1 · inbound

FedProIn: Mitigating Client Drift for Learnable Prototypes in Federated Medical Imaging cites this paper.

FedProIn: Mitigating Client Drift for Learnable Prototypes in Federated Medical Imaging Federated Optimization in Heterogeneous Networks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-11T21:16:48.107120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29f55cac-667c-46f4-b24f-9f290d5a4796 · inbound

FedFFT: Taming Client Drift in Federated SAM via Spectral Perturbation Filtering cites this paper.

FedFFT: Taming Client Drift in Federated SAM via Spectral Perturbation Filtering Federated Optimization in Heterogeneous Networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T21:13:04.339445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30db0ea8-885a-4f37-b116-cfe958aa2877 · inbound

Federated Lightweight Fine-Tuning cites this paper.

Federated Lightweight Fine-Tuning Federated Optimization in Heterogeneous Networks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T17:36:04.704071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.