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Paper Citation Record · LEDGER

Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2407.11070.

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

pith.paper-citation-record.v1
2407.11070 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:52:20.299512Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 718dddcf-ccc8-44cd-9a41-a15a7a577617 · inbound

Optimal Security Response to Network Intrusions in IT Systems cites this paper.

Optimal Security Response to Network Intrusions in IT Systems Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Reference 179

Resolution
unresolved
no resolver link, observed 2026-08-09T11:52:20.299512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:52:20.299512Z digest=sha256:efe94a5512d0921c8c0c38f7934a4390d8d9ab8de14e2da5c63335e220da1bc0

Observation fa0919f8-cff3-4ef9-8b55-555d3542edc3 · inbound

Evolutionary and Coevolutionary Multi-Agent Design Choices and Dynamics cites this paper.

Evolutionary and Coevolutionary Multi-Agent Design Choices and Dynamics Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T19:27:22.919085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:27:22.919085Z digest=sha256:cf093893d0df713cfd93b5697a1a51cb8af38973fa340b1a08aa045137e738d3

Observation 075dd646-c6e7-45ef-92a4-8da221cc926a · inbound

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

Adaptive Network Security Policies via Belief Aggregation and Rollout Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:57:04.537813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T04:54:18.327034Z digest=sha256:0105f04d7f7257ea2e29a518bd94508f884e320ab8736435248eb9fa148cac1f

Observation 7e0b187f-cf12-421d-89be-f0a13a5467d1 · inbound

Online Incident Response Planning under Model Misspecification through Bayesian Learning and Belief Quantization cites this paper.

Online Incident Response Planning under Model Misspecification through Bayesian Learning and Belief Quantization Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T18:48:16.618023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T18:48:16.618023Z digest=sha256:1d2353d413b0cb02e683c1736ee7e584a5c36c697dc6cff190d4cce40af33774

Observation 0486a24b-4257-4a17-876c-ca2432b06d2c · inbound

Online Identification of IT Systems through Active Causal Learning cites this paper.

Online Identification of IT Systems through Active Causal Learning Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-05T12:00:03.358200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:00:03.358200Z digest=sha256:bdd9d147efc234d83173a848a012062c5fe292d78c6667888c89173c4a2b2f6e

Observation d46073e7-83fd-4d00-bd22-b9e8d208cdd6 · inbound

Context, Reasoning, and Hierarchy: A Cost-Performance Study of Compound LLM Agent Design in an Adversarial POMDP cites this paper.

Context, Reasoning, and Hierarchy: A Cost-Performance Study of Compound LLM Agent Design in an Adversarial POMDP Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:08:53.944968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T19:04:19.519479Z digest=sha256:3e371d7238bf67ef9a236bd0ab16295d776dfdda30e4c6683176677766ac3316

Observation bbd10151-c70c-4c39-9669-5453acf79381 · 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 Optimal Defender Strategies for CAGE-2 using Causal Modeling and Tree Search

Reference 62

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T03:34:13.288656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-30T03:30:26.020763Z digest=sha256:f37e971caf5aefcae456e7904b744d17ad72016766e0fcfe508c44042271d1be