Paper Citation Record · LEDGER

VariAntNet: Learning Decentralized Control of Multi-Agent Systems

As of 8 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2509.02271.

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

pith.paper-citation-record.v1
2509.02271 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:49:15.372385Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

23 of 23 outbound references displayed

verified exact1
verified fuzzy21
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 56d27ff5-c5fd-4128-a122-2146673cfe30 · outbound

This paper cites Continuous time gathering of agents with limited visibility and bearing-only sensing,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Continuous time gathering of agents with limited visibility and bearing-only sensing,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:19.019306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3a5dec54-2f3b-447a-9376-a8d3313f1d69 · outbound

This paper cites Dis- tributed memoryless point convergence algorithm for mobile robots with limited visibility,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Dis- tributed memoryless point convergence algorithm for mobile robots with limited visibility,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:18.852513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09b10e2e-89ed-4093-af16-aaa1fbdef0ab · outbound

This paper cites Stability analysis of swarms,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Stability analysis of swarms,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:18.723785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0a2a29bc-5fb7-4169-9d17-6dbb17ffb985 · outbound

This paper cites COME TOGETHER: Multi-Agent Geometric Consensus (Gathering, Rendezvous, Clustering, Aggregation).

VariAntNet: Learning Decentralized Control of Multi-Agent Systems COME TOGETHER: Multi-Agent Geometric Consensus (Gathering, Rendezvous, Clustering, Aggregation)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T11:49:13.937684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8cbf87b-e6e8-40b5-8e3d-56ae7043e367 · outbound

This paper cites Dis- tributed & decentralized control and task allocation for flexible swarms,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Dis- tributed & decentralized control and task allocation for flexible swarms,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:18.589196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e7e0188d-2f5c-43c3-bdb8-a26257f3461a · outbound

This paper cites The signal propagation effects on IEEE 802.15.4 radio link in fire environ- ment,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems The signal propagation effects on IEEE 802.15.4 radio link in fire environ- ment,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:18.435240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4e9b6a11-439e-46ad-93e7-b25fd70d3886 · outbound

This paper cites Radio Propagation in Fire Environ- ments,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Radio Propagation in Fire Environ- ments,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:18.249883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1073342d-1ff8-4c51-a161-c3633bc2796e · outbound

This paper cites Eigenvalues of the Laplacian and their relationship to the connectedness of a graph,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Eigenvalues of the Laplacian and their relationship to the connectedness of a graph,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:18.080263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9bfdc9a4-e2a9-402d-9bd9-0a9940f0078b · outbound

This paper cites Effects on the algebraic connectivity of weighted graphs under edge rotations,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Effects on the algebraic connectivity of weighted graphs under edge rotations,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:17.919876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7a8c944e-43e3-4db7-aeb0-bd27d8d2873c · outbound

This paper cites A survey on robotic technologies for for- est firefighting: Applying drone swarms to improve firefighters’ efficiency and safety,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems A survey on robotic technologies for for- est firefighting: Applying drone swarms to improve firefighters’ efficiency and safety,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:17.757997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eed78380-34a7-4064-9129-01f8a1185836 · outbound

This paper cites Eigenvalues of the Laplacian of a graph,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Eigenvalues of the Laplacian of a graph,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:17.620957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8fd9f642-76dc-4614-acde-03bec88cabee · outbound

This paper cites Eigenvalues of the Laplacian on a Graph,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Eigenvalues of the Laplacian on a Graph,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:17.463602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 75d450f5-778a-4e51-a661-fae8b3b8a459 · outbound

This paper cites Deep reinforcement learning for swarm systems,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Deep reinforcement learning for swarm systems,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:17.309707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 21712ee4-4f27-4039-9f9f-ab791e707924 · outbound

This paper cites Reinforcement learning for swarm robotics: An overview of ap- plications, algorithms and simulators,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Reinforcement learning for swarm robotics: An overview of ap- plications, algorithms and simulators,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:17.156292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 29798eeb-fac0-4907-89a7-06502e1bbccf · outbound

This paper cites PointNet: Deep learning on point sets for 3D classification and segmentation,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems PointNet: Deep learning on point sets for 3D classification and segmentation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:17.008573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0314b104-7ad0-4041-96cf-57c62cb06b9d · outbound

This paper cites Self-organized group for cooperative multi-agent reinforcement learning,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Self-organized group for cooperative multi-agent reinforcement learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:16.883351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 81c1f787-00f8-4f75-8fbe-f7641f6751a6 · outbound

This paper cites Guided Deep Reinforcement Learning for Swarm Systems.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Guided Deep Reinforcement Learning for Swarm Systems

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:49:15.551262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 90f14fab-a509-45e6-a230-2608a0697414 · outbound

This paper cites A path planning algorithm for collective monitoring using autonomous drones,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems A path planning algorithm for collective monitoring using autonomous drones,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:16.663893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0fa21024-44ed-4e55-b1d6-de8fc6431a09 · outbound

This paper cites Deep reinforcement learning for multiagent sys- tems: A review of challenges, solutions, and appli- cations,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Deep reinforcement learning for multiagent sys- tems: A review of challenges, solutions, and appli- cations,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:16.464853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2640571c-2f33-46c1-8359-7480cb1c291f · outbound

This paper cites Multi-agent deep re- inforcement learning: A survey,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Multi-agent deep re- inforcement learning: A survey,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:16.187435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bdb8cfa5-0853-49a4-a50f-dd1ca846ab38 · outbound

This paper cites A survey of multi-agent deep reinforcement learning with com- munication,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems A survey of multi-agent deep reinforcement learning with com- munication,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:16.000605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ab6f81c8-2c0c-4d2d-98ce-9c7a7f741391 · outbound

This paper cites A lower bound for the smallest eigen- value of the Laplacian,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems A lower bound for the smallest eigen- value of the Laplacian,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.822436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3d6cd6b3-da88-4be6-abb7-834332a12731 · outbound

This paper cites Deep decentralized multi-task multi-agent re- inforcement learning under partial observability,.

VariAntNet: Learning Decentralized Control of Multi-Agent Systems Deep decentralized multi-task multi-agent re- inforcement learning under partial observability,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:49:15.663914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.