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Paper Citation Record · LEDGER

Learning from data in the mixed adversarial non-adversarial case: Finding the helpers and ignoring the trolls

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2208.03295.

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

pith.paper-citation-record.v1
2208.03295 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 2026-08-05T06:32:48.257954+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T09:40:48.736006Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T11:18:03.142786Z

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 b6eb9e38-69fa-48d3-98e2-b31cdc571317 · inbound

Chain-of-Verification Reduces Hallucination in Large Language Models cites this paper.

Chain-of-Verification Reduces Hallucination in Large Language Models Learning from data in the mixed adversarial non-adversarial case: Finding the helpers and ignoring the trolls

Reference 186

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:06:50.239120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-18T01:06:49.811982Z digest=sha256:f9ca8d8cf2aacf9ec4e527bf2740803c4aed8617e1f3c5bbb8947cf3f06dc063

Observation b95d1034-5e02-44b9-a3ba-964622907d7e · inbound

On The Effectiveness-Fluency Trade-Off In LLM Conditioning: A Systematic Study cites this paper.

On The Effectiveness-Fluency Trade-Off In LLM Conditioning: A Systematic Study Learning from data in the mixed adversarial non-adversarial case: Finding the helpers and ignoring the trolls

Reference 87

Resolution
verified exact
arxiv_id, observed 2026-07-03T11:18:03.144247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-27T09:40:48.736006Z digest=sha256:07acd8d51d28f1fc0bc92852b6542e628169495e738d5d2eb4645ca5f56c9a4d