Paper Citation Record · LEDGER

Technical Risks of (Lethal) Autonomous Weapons Systems

As of 8 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2502.10174.

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

pith.paper-citation-record.v1
2502.10174 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:10:56.750883Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:34:41.921447Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T21:34:46.720686Z

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy13
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e134602b-a28d-4b8b-84e6-c9fcd915eb0b · outbound

This paper cites National Security Commission on Artificial Intelligence.

Technical Risks of (Lethal) Autonomous Weapons Systems National Security Commission on Artificial Intelligence

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:57.059425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c7473ed8-b0a1-41ec-baca-79035282a679 · outbound

This paper cites Seeing, knowing, and deciding: The technological command dream that never dies? War on the Rocks Web site.

Technical Risks of (Lethal) Autonomous Weapons Systems Seeing, knowing, and deciding: The technological command dream that never dies? War on the Rocks Web site

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:57.047254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8276f775-0547-4e8a-946e-233cd644b34a · outbound

This paper cites an unresolved cited work.

Technical Risks of (Lethal) Autonomous Weapons Systems Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T19:10:57.035165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bcd8268b-a128-4b21-a94f-5df8df876f56 · outbound

This paper cites Supervised VS unsupervised VS reinforcement learning.

Technical Risks of (Lethal) Autonomous Weapons Systems Supervised VS unsupervised VS reinforcement learning

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:57.024536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 844f4d0e-c210-4a75-9146-c624ceffe5a1 · outbound

This paper cites Lethal autonomous weapon systems (LAWS).

Technical Risks of (Lethal) Autonomous Weapons Systems Lethal autonomous weapon systems (LAWS)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:57.011872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1d1838fc-de35-4bc6-9256-11c178ffa403 · outbound

This paper cites Problems with autonomous weapons.

Technical Risks of (Lethal) Autonomous Weapons Systems Problems with autonomous weapons

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:57.000308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 96dc5738-a982-4aaf-a405-8c3bdeb8bcfe · outbound

This paper cites The Future of Life Institute.

Technical Risks of (Lethal) Autonomous Weapons Systems The Future of Life Institute

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:56.988418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f62ed128-c2fa-4d96-b169-fc3ee3efa01c · outbound

This paper cites From concept drift to model degradation: An overview on performance-aware drift detectors.

Technical Risks of (Lethal) Autonomous Weapons Systems From concept drift to model degradation: An overview on performance-aware drift detectors

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T19:10:56.710234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab47efb6-56d5-4b51-a854-39d52dd3b80e · outbound

This paper cites What is model drift? | IBM.

Technical Risks of (Lethal) Autonomous Weapons Systems What is model drift? | IBM

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:56.975740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fbf85eaf-e421-44e0-a832-ffd57d6d9abb · outbound

This paper cites Understanding data decay, data entropy, and data drift: Key differences you need to know.

Technical Risks of (Lethal) Autonomous Weapons Systems Understanding data decay, data entropy, and data drift: Key differences you need to know

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:56.964020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4cc24a1f-4d4b-4bd3-b68c-4645fc46b9f5 · outbound

This paper cites AI: Unexplainable, unpredictable, uncontrollable.

Technical Risks of (Lethal) Autonomous Weapons Systems AI: Unexplainable, unpredictable, uncontrollable

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:56.950485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation debde51d-daec-4e38-8d08-1d823385ec17 · outbound

This paper cites Aligning AI With Shared Human Values.

Technical Risks of (Lethal) Autonomous Weapons Systems Aligning AI With Shared Human Values

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T19:10:56.724188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a831d1f-9d08-4ef2-8b43-b0f5bb1e6f1f · outbound

This paper cites Concrete Problems in AI Safety.

Technical Risks of (Lethal) Autonomous Weapons Systems Concrete Problems in AI Safety

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T19:10:56.728265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce6b402b-1a67-40b9-b504-9d5487166763 · outbound

This paper cites Measuring goodhart’s law.

Technical Risks of (Lethal) Autonomous Weapons Systems Measuring goodhart’s law

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:56.938984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bd00104a-e810-4aa8-8ada-3afa05d52c3c · outbound

This paper cites Goal Misgeneralization: Why Correct Specifications Aren't Enough For Correct Goals.

Technical Risks of (Lethal) Autonomous Weapons Systems Goal Misgeneralization: Why Correct Specifications Aren't Enough For Correct Goals

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T19:10:56.735518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efb71cde-9860-483f-91d1-8b200f863a0c · outbound

This paper cites Risks from Learned Optimization in Advanced Machine Learning Systems.

Technical Risks of (Lethal) Autonomous Weapons Systems Risks from Learned Optimization in Advanced Machine Learning Systems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T19:10:56.740112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b29bd96-94bd-484e-bef4-529d2b3b48dd · outbound

This paper cites Key concepts in AI safety: Specification in machine learning.

Technical Risks of (Lethal) Autonomous Weapons Systems Key concepts in AI safety: Specification in machine learning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:56.926988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 11b45b98-0650-47cc-8cb1-05f57d489b10 · outbound

This paper cites Rolling text.

Technical Risks of (Lethal) Autonomous Weapons Systems Rolling text

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:56.913784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 50b01664-035c-4354-ab11-1b868dbaee55 · outbound

This paper cites Corrigibility.

Technical Risks of (Lethal) Autonomous Weapons Systems Corrigibility

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:10:56.902863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 977157d7-6733-404b-a42b-9b8d4999528b · inbound

A Survey on Autonomy-Induced Security Risks in Large Model-Based Agents cites this paper.

A Survey on Autonomy-Induced Security Risks in Large Model-Based Agents Technical Risks of (Lethal) Autonomous Weapons Systems

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:34:46.725127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.