Paper Citation Record · LEDGER

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy

As of 12 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2411.15948.

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

pith.paper-citation-record.v1
2411.15948 v2

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:57:04.233873Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:55:34.500745Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T17:55:34.620003Z

Reference resolution

20 of 20 outbound references displayed

verified exact5
verified fuzzy9
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d46d5d84-c059-4bae-adbe-93a861dbc097 · outbound

This paper cites Preserving statistical validity in adaptive data analysis,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Preserving statistical validity in adaptive data analysis,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T13:57:04.065725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83c31630-7849-4d88-97d9-e219e54bae88 · outbound

This paper cites Generalization in adaptive data analysis and holdout reuse,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Generalization in adaptive data analysis and holdout reuse,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T13:57:04.073136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c92e633-4b43-45dc-8e11-63c1cdf074c0 · outbound

This paper cites Guaranteed validity for empirical approaches to adaptive data analysis,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Guaranteed validity for empirical approaches to adaptive data analysis,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T13:57:04.079142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5247c78-2752-4f44-9c61-eb73381b84af · outbound

This paper cites The algorithmic foundations of differential privacy,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy The algorithmic foundations of differential privacy,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T13:57:04.087464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad483caa-7b20-45cf-aa80-4071bf6038f6 · outbound

This paper cites Revisiting analog over-the-air machine learning: The blessing and curse of interference,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Revisiting analog over-the-air machine learning: The blessing and curse of interference,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.802116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5132a27d-f811-4379-96d5-dd78eadb52ca · outbound

This paper cites Federated learning over wireless fading channels,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Federated learning over wireless fading channels,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.784091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 934a784f-3831-4eae-88c9-10f467305fa1 · outbound

This paper cites Privacy amplification for federated learning via user sampling and wireless aggregation,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Privacy amplification for federated learning via user sampling and wireless aggregation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.761488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5b7a6249-bc7c-4934-ae03-71071f8bb12a · outbound

This paper cites Wireless Federated Learning with Limited Communication and Differential Privacy.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Wireless Federated Learning with Limited Communication and Differential Privacy

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-12T13:57:04.526875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7deafe26-ac80-484c-a8be-b3081aedf040 · outbound

This paper cites Wireless federated learning with local differential privacy,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Wireless federated learning with local differential privacy,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T13:57:04.130202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0e3f772-5be3-48f6-8fdc-f4c2c8273125 · outbound

This paper cites Optimized Power Control Design for Over-the-Air Federated Edge Learning.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Optimized Power Control Design for Over-the-Air Federated Edge Learning

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-12T13:57:04.482087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 49040f1f-275b-4ee8-8f23-846b63ec66cf · outbound

This paper cites Differentially private aircomp federated learning with power adaptation harnessing receiver noise,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Differentially private aircomp federated learning with power adaptation harnessing receiver noise,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.719132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f8cdc093-6e2e-4b3e-93cb-c3f27c1cf79b · outbound

This paper cites AirMixML: Over-the-Air Data Mixup for Inherently Privacy-Preserving Edge Machine Learning.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy AirMixML: Over-the-Air Data Mixup for Inherently Privacy-Preserving Edge Machine Learning

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-12T13:57:04.446702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 063f7335-926c-448b-a387-1a86e1db83b3 · outbound

This paper cites Privacy for free: Wireless federated learning via uncoded transmission with adaptive power control,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Privacy for free: Wireless federated learning via uncoded transmission with adaptive power control,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.686179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1dcad425-5207-4181-a54c-e841e758fa02 · outbound

This paper cites Turning Channel Noise into an Accelerator for Over-the-Air Principal Component Analysis.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Turning Channel Noise into an Accelerator for Over-the-Air Principal Component Analysis

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-12T13:57:04.390827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b94c81e3-f29f-4124-afc4-7df089fec698 · outbound

This paper cites One-bit over-the-air aggregation for communication-efficient federated edge learning: Design and convergence analysis,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy One-bit over-the-air aggregation for communication-efficient federated edge learning: Design and convergence analysis,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.660885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c1cdd02e-324e-428d-a8f9-1b01e8441758 · outbound

This paper cites Federated edge learning with misaligned over-the-air computation,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Federated edge learning with misaligned over-the-air computation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.637350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b8bd55aa-9088-4be3-8b36-8d619fee8d9d · outbound

This paper cites Blind Federated Edge Learning.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Blind Federated Edge Learning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-12T13:57:04.341256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ba1fa471-2f82-48e8-a977-5da6604464f1 · outbound

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

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.603259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation df279501-f97c-4392-932d-70f99611c3a8 · outbound

This paper cites Over-the-air statistical estimation,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy Over-the-air statistical estimation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:57:04.575537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2aa1d8dc-bc02-467a-a2a4-e08f72083f90 · outbound

This paper cites A bounded-noise mechanism for differential privacy,.

Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy A bounded-noise mechanism for differential privacy,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T13:57:04.233873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 29b82e86-426d-48f3-807f-1d98959fa61b · inbound

Paradise of Forking Paths: Revisiting the Adaptive Data Analysis Problem cites this paper.

Paradise of Forking Paths: Revisiting the Adaptive Data Analysis Problem Over-the-Air Federated Adaptive Data Analysis: Preserving Accuracy via Opportunistic Differential Privacy

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-10T17:55:34.626614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.