Paper Citation Record · LEDGER

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents

As of 21 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2412.02875.

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

pith.paper-citation-record.v1
2412.02875 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:05:05.792496Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy19
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 387e3e1e-465b-4d69-a175-3e6b64d6a894 · outbound

This paper cites Task-driven out-of-distribution detection with statistical guarantees for robot learning,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Task-driven out-of-distribution detection with statistical guarantees for robot learning,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.982716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1d1b6b12-7d05-403a-9c1e-0b81a29723e2 · outbound

This paper cites Efficient out-of-distribution detection using latent space of β-vae for cyber-physical systems,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Efficient out-of-distribution detection using latent space of β-vae for cyber-physical systems,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.975559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2e28bc5e-f76a-4b97-9b05-b39aff9060f9 · outbound

This paper cites Real-time out-of-distribution detection in learning-enabled cyber-physical systems,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Real-time out-of-distribution detection in learning-enabled cyber-physical systems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.968730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2992f794-b19d-42a1-90c2-ee63b56a5f3d · outbound

This paper cites Colledanchise and P.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Colledanchise and P

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.961761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 488ffa22-ae49-46a6-ace7-067b11963512 · outbound

This paper cites Design- ing robust cyber-defense agents with evolving behavior trees,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Design- ing robust cyber-defense agents with evolving behavior trees,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.954730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dde470e7-ec5f-4bf6-bdba-c03b1f0a7ab3 · outbound

This paper cites Anomaly detection in thermal power plant using probabilistic neural network,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Anomaly detection in thermal power plant using probabilistic neural network,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.946963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f6190917-061a-4244-8652-f42fc1424df3 · outbound

This paper cites Cyber autonomy gym for experimentation challenge 2.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Cyber autonomy gym for experimentation challenge 2

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.939821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 22bcc15b-06b4-4dac-950a-eae3370228b1 · outbound

This paper cites On Autonomous Agents in a Cyber Defence Environment.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents On Autonomous Agents in a Cyber Defence Environment

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T23:05:05.751055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 384b54d9-c909-41dd-b207-c7a8b7203a6b · outbound

This paper cites Autonomous net- work defence using reinforcement learning,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Autonomous net- work defence using reinforcement learning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.932834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 36b04857-07aa-4cb3-bd5f-868805eae649 · outbound

This paper cites Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T23:05:05.756207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56ceaeed-dcc5-4705-afa0-d3598f2f172e · outbound

This paper cites Network Environment Design for Autonomous Cyberdefense.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Network Environment Design for Autonomous Cyberdefense

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T23:05:05.759102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b54fceb-dcbf-4b3f-a119-655dbaa860fc · outbound

This paper cites Neurosymbolic ai in cybersecurity: Bridging pattern recognition and symbolic reasoning,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Neurosymbolic ai in cybersecurity: Bridging pattern recognition and symbolic reasoning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.925541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation be5ba2f9-9274-4b0c-8781-fcb2e2dc6f05 · outbound

This paper cites Evaluating behaviour tree integration in the option critic framework in starcraft 2 mini-games with training restricted by consumer level hardware,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Evaluating behaviour tree integration in the option critic framework in starcraft 2 mini-games with training restricted by consumer level hardware,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.918145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b2e18eff-d5e2-4998-8fc9-5cec11321327 · outbound

This paper cites Mixed deep reinforcement learning- behavior tree for intelligent agents design,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Mixed deep reinforcement learning- behavior tree for intelligent agents design,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.910814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ba40658e-893a-43f5-aeb3-ba8fc1c96df2 · outbound

This paper cites The option-critic architecture,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents The option-critic architecture,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.902944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2ebc9ce1-63c5-4c27-85bb-ee7a47f341ed · outbound

This paper cites Can autonomous vehicles identify, recover from, and adapt to distribution shifts?,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Can autonomous vehicles identify, recover from, and adapt to distribution shifts?,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.895395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e20190c6-58e3-4fdc-9a5f-981f8bddfde6 · outbound

This paper cites Unified out-of-distribution detection: A model-specific perspective,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Unified out-of-distribution detection: A model-specific perspective,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.887772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a2c393a5-d71c-4f5a-96f2-e9c889c34a18 · outbound

This paper cites Full-spectrum out-of-distribution detec- tion,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Full-spectrum out-of-distribution detec- tion,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.881331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 757d023f-b2a1-473a-bd53-d0f34594bfb5 · outbound

This paper cites Out-of-distribution detection for reinforcement learning agents with probabilistic dynamics models,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Out-of-distribution detection for reinforcement learning agents with probabilistic dynamics models,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.874073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 36e67dde-1e38-4ef1-b5cb-1fb27ee77ce7 · outbound

This paper cites Rethinking out-of-distribution detection for reinforcement learning: Advancing methods for evaluation and detection,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Rethinking out-of-distribution detection for reinforcement learning: Advancing methods for evaluation and detection,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.866493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ef37520f-dd67-4d20-9974-77fc45065f43 · outbound

This paper cites Pas: Probably approximate safety verifi- cation of reinforcement learning policy using scenario optimization,.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Pas: Probably approximate safety verifi- cation of reinforcement learning policy using scenario optimization,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.858751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1939abe3-e134-40de-b042-f316ae0ee55e · outbound

This paper cites an unresolved cited work.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:05:05.850191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bcc83771-412f-4397-9758-6bf51ef4fc6e · outbound

This paper cites an unresolved cited work.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:05:05.842201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fb9bc389-9b36-4037-b245-44637174906e · outbound

This paper cites Pytrees.

Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents Pytrees

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:05:05.833650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.