Paper Citation Record · LEDGER

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios

As of 7 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2508.04100.

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

pith.paper-citation-record.v1
2508.04100 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T01:02:29.252788Z

measured 16 of 16 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 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

16 of 16 outbound references displayed

verified exact1
verified fuzzy7
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a37c0071-ed6a-4617-8d7e-f788dae1abfb · outbound

This paper cites The aggregation server only per- forms homomorphic additions on ciphertexts, and clients only receive the final, decrypted global model from the DKMS.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios The aggregation server only per- forms homomorphic additions on ciphertexts, and clients only receive the final, decrypted global model from the DKMS

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:02:30.611746Z

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 6f284f82-dda9-4e2a-b254-d9ceb9ec6c36 · outbound

This paper cites The final aggregated model is decrypted once by the DKMS and then distributed to all clients.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios The final aggregated model is decrypted once by the DKMS and then distributed to all clients

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:02:30.387318Z

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 485b4086-1bc2-43eb-81b7-de78822167b3 · outbound

This paper cites another in the model’s structure.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios another in the model’s structure

Reference 3

Resolution: verified exact; raw_fallback, observed 2026-08-06T01:02:29.503934Z

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 7c061ee8-2c61-43f8-b047-70590bf134c0 · outbound

This paper cites FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T01:02:28.225140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49244e27-c522-41dc-8cb4-a75e2a37a23e · outbound

This paper cites an unresolved cited work.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T01:02:31.555267Z

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 e0fecdb5-dcb5-4eb5-ad17-8cafce77c8d4 · outbound

This paper cites an unresolved cited work.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T01:02:31.390639Z

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 bbf37f58-224a-4b76-9e45-e6ea9843b69f · outbound

This paper cites IEEE TDSC, 20(2).

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios IEEE TDSC, 20(2)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:02:31.197305Z

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 786f39f1-7176-435b-a69a-6e2463e16d21 · outbound

This paper cites an unresolved cited work.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T01:02:30.926862Z

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 e9c5ab24-4749-4151-b880-587cddaef925 · outbound

This paper cites P xi kγi kP γi k ⩾ 1 − Ce −Bαi (Security Constraint).

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios P xi kγi kP γi k ⩾ 1 − Ce −Bαi (Security Constraint)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:02:30.075106Z

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 4dce8900-a7ec-4dd8-ac2f-7e3d955556b5 · outbound

This paper cites How- ever, these methods mostly rely on additional components to measure data similarity or coordinate FL training, which creates extra burden for FL framework adaptation.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios How- ever, these methods mostly rely on additional components to measure data similarity or coordinate FL training, which creates extra burden for FL framework adaptation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:02:29.756699Z

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 d12c1034-2485-4874-82a1-75438e0f5ef0 · outbound

This paper cites https://github.com/data61/ python-paillier.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios https://github.com/data61/ python-paillier

Reference 2013

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:02:32.629110Z

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 7b446025-0d94-49ab-8778-0a26587e85a3 · outbound

This paper cites NVIDIA FLARE: Federated Learning from Simulation to Real-World.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios NVIDIA FLARE: Federated Learning from Simulation to Real-World

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-06T01:02:28.515340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8241184-8eba-440a-91ad-765b3c12084a · outbound

This paper cites an unresolved cited work.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios Unresolved cited work

Reference 2019

Resolution: unresolved; raw_fallback, observed 2026-08-06T01:02:32.021263Z

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 321d0f3f-92e6-4fd3-976f-33f6f0001432 · outbound

This paper cites SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T01:02:27.800187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8684e94-cb58-4f27-8729-3ffb57dd734d · outbound

This paper cites MIT press.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios MIT press

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:02:32.313594Z

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 87c51d32-6bfa-434e-ad7b-7c36b4fc8cd5 · outbound

This paper cites an unresolved cited work.

SenseCrypt: Sensitivity-guided Selective Homomorphic Encryption for Joint Federated Learning in Cross-Device Scenarios Unresolved cited work

Reference 2023

Resolution: unresolved; raw_fallback, observed 2026-08-06T01:02:31.809762Z

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.

Pith citing papers

No inbound Pith citation observations are available.