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Paper Citation Record · LEDGER

Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2503.16337.

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

pith.paper-citation-record.v1
2503.16337 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:57:00.408648Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T06:16:25.872268Z

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 4280eb54-e6d2-4def-aba7-d96a1fa3d10f · inbound

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity cites this paper.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T04:57:00.408648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:57:00.408648Z digest=sha256:f536420294e75d8ecfeafad35102dcc7769d56383a99076077324489eff544a5

Observation 91a40f67-5b5f-45f9-80d6-0122d8bbeeea · inbound

Adversary-Robust Learning from Fully Asynchronous Directional Derivative Estimates cites this paper.

Adversary-Robust Learning from Fully Asynchronous Directional Derivative Estimates Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity

Reference 171

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:16:25.875458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-12T04:27:35.605021Z digest=sha256:fb92c297780fc67f8b00905807e8bf9e224bc5c2dd51e51a93033adc4694b0d4