Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
CyGIL: A Cyber Gym for Training Autonomous Agents over Emulated Network Systems
As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2109.03331.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:11:07.538210Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T03:34:13.265243Z
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 5ef62981-2248-4a30-9c4c-6a93baa40d18 · inbound
Training RL Agents for Multi-Objective Network Defense Tasks cites this paper.
Training RL Agents for Multi-Objective Network Defense Tasks CyGIL: A Cyber Gym for Training Autonomous Agents over Emulated Network Systems
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:11:07.538210Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35ee7a13-9244-4eef-afda-de981ec3eff1 · inbound
Dynamic Cyber Ranges cites this paper.
Dynamic Cyber Ranges CyGIL: A Cyber Gym for Training Autonomous Agents over Emulated Network Systems
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T22:16:53.581255Z
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 5350f46a-14b4-4b3b-83c3-6aa440bb03cf · 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 CyGIL: A Cyber Gym for Training Autonomous Agents over Emulated Network Systems
Reference 73
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T03:34:13.267584Z
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.