Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T17:20:51.191128Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2411.12697.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T17:20:51.191128Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
12 of 12 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7344a124-8bf2-4c43-a344-97d9b2839859 · outbound
Attribute Inference Attacks for Federated Regression Tasks Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4f617799-7721-4efe-910a-36a4b2367b09 · outbound
Attribute Inference Attacks for Federated Regression Tasks FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e59081d4-cbc7-4b21-8342-f8c8377515f7 · outbound
Attribute Inference Attacks for Federated Regression Tasks Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6c6e1cd8-d621-4da7-b726-b0eaa31cd03a · outbound
Attribute Inference Attacks for Federated Regression Tasks well-behaved data assumption
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2324a20f-fd74-4496-bebc-06b1b73539bd · outbound
Attribute Inference Attacks for Federated Regression Tasks Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 907bfe13-b965-45ce-a8a6-de8947fe9f0a · outbound
Attribute Inference Attacks for Federated Regression Tasks This suggests that σ2 min(Θout) grows linearly with nc and then it is possible to lower bound λmin ΘT outΘout nc with a positive constant
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 149cc190-9a74-4469-af7f-608fe54e2785 · outbound
Attribute Inference Attacks for Federated Regression Tasks (27) Equations 26 and 27 show that θ∗ [i] is proportional to θ∗ [d] for every i ∈ {1, ..., d− 1}, i.e., θ∗ [i] = ki × θ∗ [d] where ki > 0
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 652cafa4-c563-48b9-8dc3-e430fc7ad255 · outbound
Attribute Inference Attacks for Federated Regression Tasks Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f5899a73-ecd0-4aba-9cd3-4071bee1d436 · outbound
Attribute Inference Attacks for Federated Regression Tasks Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ec272ed4-a00a-4a88-aa56-c98ec070ae49 · outbound
Attribute Inference Attacks for Federated Regression Tasks Therefore, we can prove then that every element of the global optimum is non-zero, i.e.,θ∗ [i] ̸= 0, ∀i ∈ {1, .., d}
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6e30543f-6a86-4e85-9b75-14d41dca6dbf · outbound
Attribute Inference Attacks for Federated Regression Tasks Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9870537-4414-4680-8842-fdaaa22f4037 · outbound
Attribute Inference Attacks for Federated Regression Tasks Unresolved cited work
Reference 2022
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
No inbound Pith citation observations are available.