Paper Citation Record · LEDGER

Network Environment Design for Autonomous Cyberdefense

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2103.07583.

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

pith.paper-citation-record.v1
2103.07583 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 2026-08-10T06:31:04.303077+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:22:01.702283Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T03:34:13.258738Z

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 1dab08e2-da57-46e3-9318-afa13d39eaeb · inbound

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms cites this paper.

Interpreting Agent Behaviors in Reinforcement-Learning-Based Cyber-Battle Simulation Platforms Network Environment Design for Autonomous Cyberdefense

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:22:01.702283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c30d36a7-ab7e-4613-bc98-6199e39aa700 · inbound

Strategic Cyber Defense via Reinforcement Learning-Guided Combinatorial Auctions cites this paper.

Strategic Cyber Defense via Reinforcement Learning-Guided Combinatorial Auctions Network Environment Design for Autonomous Cyberdefense

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T17:22:05.297719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2a1cea8-3775-45be-b7ec-bb6964855975 · inbound

Building Better Environments for Autonomous Cyber Defence cites this paper.

Building Better Environments for Autonomous Cyber Defence Network Environment Design for Autonomous Cyberdefense

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:11:03.609605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 81029483-0b84-40d2-8e1b-48ec47d00e22 · inbound

A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems cites this paper.

A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems Network Environment Design for Autonomous Cyberdefense

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-20T15:28:25.629479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb92bc45-0040-443d-a783-ec1c235ddfec · 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 Network Environment Design for Autonomous Cyberdefense

Reference 71

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T03:34:13.260454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.