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Paper Citation Record · LEDGER

Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2502.12734.

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

pith.paper-citation-record.v1
2502.12734 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 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:16:25.997501Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T23:46:54.780702Z

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 158b0292-3fd7-4306-8333-c22b1400c9fe · inbound

HACo-Det: A Study Towards Fine-Grained Machine-Generated Text Detection under Human-AI Coauthoring cites this paper.

HACo-Det: A Study Towards Fine-Grained Machine-Generated Text Detection under Human-AI Coauthoring Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T11:16:25.997501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T11:16:25.997501Z digest=sha256:85d7451b72166c6ab3aaab47a1ef70b7eb96565b8411d247e837473630e6b562

Observation 7789b265-ef6f-4dca-8a48-38bfb900a312 · inbound

DEER: Disentangled Mixture of Experts with Instance-Adaptive Routing for Generalizable Machine-Generated Text Detection cites this paper.

DEER: Disentangled Mixture of Experts with Instance-Adaptive Routing for Generalizable Machine-Generated Text Detection Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-04T00:27:27.458413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T00:27:27.458413Z digest=sha256:5643108565b843966f111cf944ca8d1db71630359e086bc1f88b0ff765131dc8

Observation bea9657b-c72d-4a5f-996a-5f21007c1c3c · inbound

MGTEVAL: An Interactive Platform for Systemtic Evaluation of Machine-Generated Text Detectors cites this paper.

MGTEVAL: An Interactive Platform for Systemtic Evaluation of Machine-Generated Text Detectors Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:46:54.785113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-07T16:16:41.988241Z digest=sha256:b477007f2500619a5a23b0a05b91709bf376c0008a1020ac66ff932df2f8bb64