Paper Citation Record · LEDGER

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments

As of 10 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2505.19823.

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

pith.paper-citation-record.v1
2505.19823 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:13:36.927032Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

37 of 37 outbound references displayed

verified exact2
verified fuzzy29
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 235b5154-fcba-474e-993f-46b01db026ed · outbound

This paper cites Improving on-device speaker verification using federated learning with privacy.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Improving on-device speaker verification using federated learning with privacy

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:13:37.423216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 03594751-648a-4434-adb0-772edc922643 · outbound

This paper cites Training Keyword Spotting Models on Non-IID Data with Federated Learning.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Training Keyword Spotting Models on Non-IID Data with Federated Learning

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:13:37.193571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f11f27c6-5231-4461-9dad-5e45c220beda · outbound

This paper cites Federated learning of predictive models from federated electronic health records,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Federated learning of predictive models from federated electronic health records,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:42.194839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 97b14041-4e7c-467d-834e-4ba3cc612ce6 · outbound

This paper cites Predicting adverse drug reactions on distributed health data using federated learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Predicting adverse drug reactions on distributed health data using federated learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:42.062224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 693d93b6-f28b-4348-80c8-15e1906eb643 · outbound

This paper cites Privacy-first health research with federated learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Privacy-first health research with federated learning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.966137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a6d8c196-0278-475b-aeae-fedd8378fe47 · outbound

This paper cites Federated learning for open banking,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Federated learning for open banking,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.841249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 00846406-e4d7-4710-96cf-ccdad1d5ef34 · outbound

This paper cites Ffd: A federated learning based method for credit card fraud detection,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Ffd: A federated learning based method for credit card fraud detection,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.727049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f9a1dd48-9069-4e3d-9e1d-ef98ddc0d304 · outbound

This paper cites Deep leakage from gradients,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Deep leakage from gradients,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:34.090570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8811c431-f7e2-4060-bf9c-a28a1f764a86 · outbound

This paper cites iDLG: Improved Deep Leakage from Gradients.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments iDLG: Improved Deep Leakage from Gradients

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:34.161138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 130673d7-f640-4e2b-852f-6a996dd0a467 · outbound

This paper cites See through gradients: Image batch recovery via gradinversion,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments See through gradients: Image batch recovery via gradinversion,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.632381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 87c289c0-8c3a-45b1-bd96-860c69e044c7 · outbound

This paper cites Beyond inferring class representatives: User-level privacy leakage from federated learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Beyond inferring class representatives: User-level privacy leakage from federated learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.537180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3603d5a8-b809-4186-833d-3607ee9483a0 · outbound

This paper cites Inverting gradients-how easy is it to break privacy in federated learning?.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Inverting gradients-how easy is it to break privacy in federated learning?

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.424886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb1ee9c5-4ce5-45ce-a0e6-68236ad38e7e · outbound

This paper cites Systematic evaluation of privacy risks of ma- chine learning models,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Systematic evaluation of privacy risks of ma- chine learning models,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.312971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fea98252-9066-4d20-84cc-182fdbee23d7 · outbound

This paper cites ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:34.663995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1d495e2-79e6-4452-944b-d2ad329660cd · outbound

This paper cites Practical Blind Membership Inference Attack via Differential Comparisons.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Practical Blind Membership Inference Attack via Differential Comparisons

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:34.758317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 756f6c20-e7af-46ed-8e42-4aa1525317e8 · outbound

This paper cites Machine learning models that remember too much,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Machine learning models that remember too much,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.182872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 263b4edb-cb72-491d-b4a6-a4cca06366c1 · outbound

This paper cites Deep models under the gan: information leakage from collaborative deep learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Deep models under the gan: information leakage from collaborative deep learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:41.044301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 967d11a8-0a73-4496-9bdd-b41c76825385 · outbound

This paper cites Property inference attacks on fully connected neural networks using permutation invariant representations,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Property inference attacks on fully connected neural networks using permutation invariant representations,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:40.829361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 244ccc40-5bbd-4521-93d5-7b68dbd36e75 · outbound

This paper cites Model inversion attacks that exploit confidence information and basic countermeasures,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Model inversion attacks that exploit confidence information and basic countermeasures,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:40.644451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 88f87ec6-a115-476d-8ca0-20d5155ff516 · outbound

This paper cites The algorithmic foundations of differential privacy,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments The algorithmic foundations of differential privacy,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:35.264100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 129a4774-3e64-4836-adf3-b6331f3630b6 · outbound

This paper cites A hybrid approach to privacy-preserving federated learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments A hybrid approach to privacy-preserving federated learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:40.456740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aef27a2f-9170-4322-956a-92afbe77c20d · outbound

This paper cites Differentially Private Federated Learning: A Client Level Perspective.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Differentially Private Federated Learning: A Client Level Perspective

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:35.383857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11c268b5-387c-458b-921f-e7c15b5c5ec8 · outbound

This paper cites Federated learning with differential privacy: Algorithms and performance analysis,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Federated learning with differential privacy: Algorithms and performance analysis,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:40.252033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3568ed57-3943-4956-9c74-9de73f17e339 · outbound

This paper cites Pflf: Privacy-preserving federated learning framework for edge computing,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Pflf: Privacy-preserving federated learning framework for edge computing,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:40.063583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ad06ac8e-2c1d-4d3a-a103-ac6278af0bac · outbound

This paper cites Reschedule gradients: Temporal non-iid resilient federated learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Reschedule gradients: Temporal non-iid resilient federated learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:39.869038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1409f58f-fbf0-4c0a-8f6f-37d06941c01d · outbound

This paper cites A socially optimal data marketplace with differentially private federated learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments A socially optimal data marketplace with differentially private federated learning,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:39.754948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 71e24fa6-26f9-42b7-b41a-753cd265c5f3 · outbound

This paper cites Privacy-preserving asynchronous grouped federated learning for iot,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Privacy-preserving asynchronous grouped federated learning for iot,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:39.580545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 99ae4740-2818-481e-8056-12d9e329c623 · outbound

This paper cites Joint communication and learning design of differential privacy for federated learning over multi- cell networks,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Joint communication and learning design of differential privacy for federated learning over multi- cell networks,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:39.436176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 00f2d7d7-a327-44da-9916-e7176a6d8163 · outbound

This paper cites P2cefl: Privacy-preserving and communication efficient federated learning with sparse gradient and dithering quantization,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments P2cefl: Privacy-preserving and communication efficient federated learning with sparse gradient and dithering quantization,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:39.317497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92a5aeec-2916-424d-aec2-e56620f4d598 · outbound

This paper cites Time-varying noise perturbation and power control for differential-privacy-preserving wireless federated learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Time-varying noise perturbation and power control for differential-privacy-preserving wireless federated learning,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:39.094063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ef46dd09-ac3e-43a4-a2a1-18cbb70c2a96 · outbound

This paper cites Our data, ourselves: Privacy via distributed noise generation,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Our data, ourselves: Privacy via distributed noise generation,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:38.853974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3bd0aaa1-aa56-4afa-b3c8-2fd8146bcff8 · outbound

This paper cites Local differential private data aggregation for discrete distribution estimation,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Local differential private data aggregation for discrete distribution estimation,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:38.577183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 47cd6423-fceb-40ee-ba3d-a9cafe2b6411 · outbound

This paper cites Shield against gradient leakage attacks: Adaptive privacy-preserving federated learning,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Shield against gradient leakage attacks: Adaptive privacy-preserving federated learning,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:38.408699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8319e02c-6b79-477f-8ba5-56fb85576793 · outbound

This paper cites Rescuedp: Real-time spatio-temporal crowd-sourced data publishing with differ- ential privacy,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Rescuedp: Real-time spatio-temporal crowd-sourced data publishing with differ- ential privacy,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:38.207110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ff7280b8-014a-474a-ba47-595592388511 · outbound

This paper cites Federated optimization in heterogeneous networks,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Federated optimization in heterogeneous networks,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:38.016871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b9a28469-8bf3-4e2c-9523-cc77fbc9a76e · outbound

This paper cites Fast-convergent federated learning with adaptive weighting,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Fast-convergent federated learning with adaptive weighting,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:37.838127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 337b9307-40cd-4525-a437-1e809296d1cf · outbound

This paper cites Deep learning with differential privacy,.

LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments Deep learning with differential privacy,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:13:37.609989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.