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Paper Citation Record · LEDGER

Exploiting Heterogeneity in Robust Federated Best-Arm Identification

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2109.05700.

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

pith.paper-citation-record.v1
2109.05700 v2

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 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:26:34.652111Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T08:22:10.715669Z

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 b3ef71fa-f091-490b-a687-fca5aaf0c871 · inbound

Heterogeneous Multi-agent Multi-armed Bandits on Stochastic Block Models cites this paper.

Heterogeneous Multi-agent Multi-armed Bandits on Stochastic Block Models Exploiting Heterogeneity in Robust Federated Best-Arm Identification

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-08T11:16:26.086558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T11:16:26.086558Z digest=sha256:9f1cedf5ff8734f68351b1fc19a1293d2586ac2d95fd43d45bbb58806219b7e6

Observation 20d55f91-2ef6-4dcd-b3c4-1bb912d4b4e3 · inbound

Near Optimal Best Arm Identification for Clustered Bandits cites this paper.

Near Optimal Best Arm Identification for Clustered Bandits Exploiting Heterogeneity in Robust Federated Best-Arm Identification

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T21:26:34.652111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T21:26:34.652111Z digest=sha256:9008cfbbd6b48dc23e720bb118f2dcf3b7080f9c3384735caef7ec1d973aba1c

Observation 2fdbef57-e237-4a9f-bc1e-80463f02c079 · inbound

Service Placement in Small Cell Networks Using Distributed Best Arm Identification in Linear Bandits cites this paper.

Service Placement in Small Cell Networks Using Distributed Best Arm Identification in Linear Bandits Exploiting Heterogeneity in Robust Federated Best-Arm Identification

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:22:10.723264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T08:22:07.690817Z digest=sha256:2ef740fca6094fcf924d2a5b73e53f45f45adfa8fb022cd4b2661b45c102212d