Pith. sign in

Paper Citation Record · LEDGER

A Contract Theory based Incentive Mechanism for Federated Learning

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2108.05568.

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

pith.paper-citation-record.v1
2108.05568 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:28:43.401707Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T11:43:23.585461Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 75fe007a-93f7-45d2-ba53-6af4faa9c2cf · inbound

Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO cites this paper.

Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO A Contract Theory based Incentive Mechanism for Federated Learning

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T04:28:43.401707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:28:43.401707Z digest=sha256:bac1f8d62412ffff42061c38269c45da3dfd06ec6f4ef9d0b71e769929f89ce8

Observation eba7d429-87dd-4d4e-94b1-4419476a40c0 · inbound

Response Time Enhances Alignment with Heterogeneous Preferences cites this paper.

Response Time Enhances Alignment with Heterogeneous Preferences A Contract Theory based Incentive Mechanism for Federated Learning

Reference 214

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:45:59.599784Z

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.

source=arxiv_source observed=2026-05-11T01:04:26.288913Z digest=sha256:e33c9a206fb4ffae526643e9e70c011bf71ea232745cf29ba0b82fc90f751282

Observation 24b0a11f-268e-438b-8e8b-e177520232c9 · inbound

SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks cites this paper.

SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks A Contract Theory based Incentive Mechanism for Federated Learning

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T11:43:23.586982Z

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.

source=pdf_text observed=2026-06-29T11:41:30.827427Z digest=sha256:5530c59442cd319425404f0c9f28eba104bf862595993cf4c991f0cbe94a8dcd