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Paper Citation Record · LEDGER

Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2403.17674.

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

pith.paper-citation-record.v1
2403.17674 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:40:27.081895Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T03:34:13.252468Z

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 9dcfa655-1ad0-4036-a2e0-be62054c3715 · inbound

VulnBot: Autonomous Penetration Testing for A Multi-Agent Collaborative Framework cites this paper.

VulnBot: Autonomous Penetration Testing for A Multi-Agent Collaborative Framework Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-10T16:13:36.784286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:13:36.784286Z digest=sha256:964b1631bede537dc7ce4d62a1170a546611dcdde4057d7b72ff28bb56beb5c4

Observation 2127903c-06a9-46f0-b1e3-4fcc33e26189 · inbound

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges cites this paper.

ARCeR: an Agentic RAG for the Automated Definition of Cyber Ranges Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-16T12:40:27.081895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:40:27.081895Z digest=sha256:9d599a307b3b50a73442fbe299f20cd2261ff4e347647c180b1ca8f52b89b807

Observation e9b05b47-db0c-4de5-b10a-b7ab7372360d · inbound

Large Language Models are Autonomous Cyber Defenders cites this paper.

Large Language Models are Autonomous Cyber Defenders Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T23:23:37.670785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:23:37.670785Z digest=sha256:6c8eac4c34900ecb0cc0adebb8057de5057c476c40e521873b53d9091fc822e3

Observation c0106f33-c659-4b5a-96cd-78727af12465 · inbound

Adaptive Network Security Policies via Belief Aggregation and Rollout cites this paper.

Adaptive Network Security Policies via Belief Aggregation and Rollout Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:57:04.570624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-19T04:54:18.327034Z digest=sha256:9fb756ee37227f8ee543cf59c6e1d1a7a022b112cfeb5701346c30ee927bb98f

Observation ec8bc8e3-2abe-4fc5-96da-2c0a0ac39349 · inbound

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies cites this paper.

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies Depending on yourself when you should: Mentoring LLM with RL agents to become the master in cybersecurity games

Reference 86

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T03:34:13.253878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-06-30T03:30:26.020763Z digest=sha256:61658905b2f2535fd87ea53649349edf0274621b7bd99e00b4343e0c35db789f