Paper Citation Record · LEDGER

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs

As of 9 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2502.03619.

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

pith.paper-citation-record.v1
2502.03619 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T04:24:04.199783Z

measured 25 of 25 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 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

25 of 25 outbound references displayed

verified exact0
verified fuzzy24
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b4e78b69-a035-4350-86bc-ee75f0ccd29e · outbound

This paper cites Ukrainian drone disables Russian warship near Russia’s Novorossiysk port,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Ukrainian drone disables Russian warship near Russia’s Novorossiysk port,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.513770Z

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.

Observation 1d44a7d8-dc09-4b67-8a8f-c9bc8b097242 · outbound

This paper cites AI’s ‘Oppenheimer moment’: autonomous weapons enter the battlefield,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs AI’s ‘Oppenheimer moment’: autonomous weapons enter the battlefield,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.501319Z

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.

Observation ab568ba9-da3f-4310-bd24-bf7d50e4e1ea · outbound

This paper cites Kallenborn, Are drone swarms weapons of mass destruction? The Counterproliferation Papers Future Warfare Series, no.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Kallenborn, Are drone swarms weapons of mass destruction? The Counterproliferation Papers Future Warfare Series, no

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.489886Z

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.

Observation f7162049-53be-40ed-b21b-c283d15cc1d5 · outbound

This paper cites Swarms over the Strait,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Swarms over the Strait,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.477518Z

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.

Observation a997f7a8-cdcd-4b95-a962-034b6ec45b98 · outbound

This paper cites Artificial Intelligence and the Future of Warfare,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Artificial Intelligence and the Future of Warfare,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.465958Z

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.

Observation 4aca8d49-a7b6-4849-876e-9d0142e94e1e · outbound

This paper cites Hicks Underscores U.S. Innovation in Unveiling Strategy to Counter China’s Military Buildup,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Hicks Underscores U.S. Innovation in Unveiling Strategy to Counter China’s Military Buildup,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.455720Z

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.

Observation 4fc99def-b3ef-466e-af7a-fffcb306200e · outbound

This paper cites Report on Applied Research Directions and Future Opportunities for Swarm Systems in Defence,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Report on Applied Research Directions and Future Opportunities for Swarm Systems in Defence,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.446579Z

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.

Observation c68a1277-c19b-4646-9d69-27cc22f48a53 · outbound

This paper cites The Ethics of Autonomous Cars,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs The Ethics of Autonomous Cars,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.436484Z

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.

Observation 3cb90140-c047-4485-83f3-e4e7e67ffd0b · outbound

This paper cites A Survey on Autonomous Vehicles Interactions with Human and other Vehicles,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs A Survey on Autonomous Vehicles Interactions with Human and other Vehicles,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.425629Z

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.

Observation 5482979b-e2bb-4cf6-b144-c7f72fbc6b25 · outbound

This paper cites Implementation of Artificial Intelligence on Air Traffic Control - A Systematic Literature Review,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Implementation of Artificial Intelligence on Air Traffic Control - A Systematic Literature Review,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.414091Z

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.

Observation 2da97b9d-fea7-48b6-9690-63a8ca98e7f3 · outbound

This paper cites Artificial intelligence, machine learning and deep learning in advanced robotics, a review,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Artificial intelligence, machine learning and deep learning in advanced robotics, a review,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.402189Z

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.

Observation c2dc90b6-eff2-468c-8376-33b3caf39a93 · outbound

This paper cites Path planning and collision avoidance for autonomous surface vehicles II: a comparative study of algorithms,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Path planning and collision avoidance for autonomous surface vehicles II: a comparative study of algorithms,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.389997Z

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.

Observation 62b15dc8-53b1-4e92-a6d3-23baf5c403dc · outbound

This paper cites Coordinating Hundreds of Cooperative, Autonomous Vehicles in Warehouses,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Coordinating Hundreds of Cooperative, Autonomous Vehicles in Warehouses,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.377401Z

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.

Observation afd45edb-8a59-4bde-b8c9-ba8c3a810580 · outbound

This paper cites Path Planning for Autonomous Mobile Robots: A Review,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Path Planning for Autonomous Mobile Robots: A Review,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.365999Z

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.

Observation fc208710-2765-46d7-bbeb-1bfcbbfb1d19 · outbound

This paper cites AI-driven warehouse automation: A comprehensive review of systems,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs AI-driven warehouse automation: A comprehensive review of systems,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.353955Z

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.

Observation c126498c-c09f-435a-b4cd-96c1dd5b1dca · outbound

This paper cites Optimal motion planning in rapid-fire combat situations with attacker uncertainty,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Optimal motion planning in rapid-fire combat situations with attacker uncertainty,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.341326Z

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.

Observation b7f6942f-2ddd-4ced-bd93-3f9624642f46 · outbound

This paper cites Defense against Adversarial Swarms with Parameter Uncertainty,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Defense against Adversarial Swarms with Parameter Uncertainty,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.329391Z

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.

Observation baf8754b-44ec-4981-93a3-290b24902ac0 · outbound

This paper cites Modeling Large-Scale Adversarial Swarm Engagements using Optimal Control,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Modeling Large-Scale Adversarial Swarm Engagements using Optimal Control,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.317503Z

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.

Observation a51fde41-8cbe-4210-9d16-74d439724f7a · outbound

This paper cites Partial Observability Analysis of an Adversarial Swarm Model,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Partial Observability Analysis of an Adversarial Swarm Model,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.305180Z

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.

Observation 6a62aeaa-a82f-4c51-848d-121fc03e995f · outbound

This paper cites Swarm Charac- teristics Classification Using Neural Networks,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Swarm Charac- teristics Classification Using Neural Networks,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.292919Z

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.

Observation 8ac3e99a-4390-4d6b-ac95-e0df23470973 · outbound

This paper cites Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T04:24:04.181960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40454d53-c95a-4389-acce-80097d524dea · outbound

This paper cites Data Augmentation techniques in time series domain: a survey and taxonomy,.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Data Augmentation techniques in time series domain: a survey and taxonomy,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.281773Z

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.

Observation 5babbead-307f-4d58-b152-57dea133a648 · outbound

This paper cites Nocedal and S.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Nocedal and S

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.270384Z

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.

Observation 7f9d4573-39fd-4e88-86b3-d2bddcd8d239 · outbound

This paper cites Math- Works, Inc., 2024.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs Math- Works, Inc., 2024

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.259825Z

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.

Observation e358b74a-7772-41d8-8601-2c623b1062ad · outbound

This paper cites MathWorks, Inc., 2024.

Swarm Characteristic Classification using Robust Neural Networks with Optimized Controllable Inputs MathWorks, Inc., 2024

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:24:04.246733Z

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.

Pith citing papers

No inbound Pith citation observations are available.