Pith. sign in

Paper Citation Record · LEDGER

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms

As of 7 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2506.09195.

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

pith.paper-citation-record.v1
2506.09195 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:02:13.288657Z

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 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

20 of 20 outbound references displayed

  • verified exact0
  • verified fuzzy18
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fff41664-7203-412c-9dbc-5c89e4e4ddc7 · outbound

This paper cites Multi-UA V navigation for partially observable commu- nication coverage by graph reinforcement learning,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Multi-UA V navigation for partially observable commu- nication coverage by graph reinforcement learning,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:17.637991Z

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.

source=pdf_text observed=2026-08-07T05:02:12.023557Z digest=sha256:28ed0402b4cff756a89aee4b1215ed69dec19609f3af23669a4bf8da79f479a6

Observation 888e8c20-1c83-4b16-bc56-7cf6da0d0868 · outbound

This paper cites Online trajectory and resource optimization for stochastic UA V-enabled MEC systems,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Online trajectory and resource optimization for stochastic UA V-enabled MEC systems,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:17.415608Z

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.

source=pdf_text observed=2026-08-07T05:02:12.062628Z digest=sha256:79938ded59246873b9331a62cf7b5d1a77bbb04e3b077b1b24f83b47144b662f

Observation 224bff48-641b-41bb-b2bd-257c02741ed1 · outbound

This paper cites Fair and energy-efficient coverage optimization for UA V placement problem in the cellular network,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Fair and energy-efficient coverage optimization for UA V placement problem in the cellular network,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:17.212220Z

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.

source=pdf_text observed=2026-08-07T05:02:12.144358Z digest=sha256:7950eda8abce34910fe02cdec7fd109e8b6017ea6a414bb087955a045ea9158e

Observation 8950c42f-503a-44b5-a121-7292039c01f8 · outbound

This paper cites Distributed algorithms for maximum lifetime routing in wireless sensor networks,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Distributed algorithms for maximum lifetime routing in wireless sensor networks,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:16.903242Z

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.

source=pdf_text observed=2026-08-07T05:02:12.210869Z digest=sha256:1a8c0c0d9b978662ca4500e3bf970b5fce1fb94fb45adf982d7d5316a7a1edc8

Observation 6b75e128-0be7-4c2e-bf58-cbb0a0acafec · outbound

This paper cites Cooperative trajectory design of multiple UA V base stations with heterogeneous graph neural networks,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Cooperative trajectory design of multiple UA V base stations with heterogeneous graph neural networks,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:16.696547Z

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.

source=pdf_text observed=2026-08-07T05:02:12.265871Z digest=sha256:597e4b5278cb4078435ed0504b8d0559177ead4b681051247c6bd8a0f7933db6

Observation 840d8fb7-1340-4e27-bbf3-fcad068e7ee3 · outbound

This paper cites Trust region policy optimization,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Trust region policy optimization,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:16.477779Z

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.

source=pdf_text observed=2026-08-07T05:02:12.318542Z digest=sha256:c9b8df6d26143fe19085124289d951a1168d14c2b770a1af07fca0fef049bcca

Observation b8c18135-5672-4b1f-868e-7ef13dbbf6cb · outbound

This paper cites Proximal Policy Optimization Algorithms.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Proximal Policy Optimization Algorithms

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T05:02:12.364308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:02:12.364308Z digest=sha256:eeab231370f6555d87a757f8c32c313423ecc6226d5f753223bd255a4818c0b5

Observation 29842fb0-f866-42c6-bbbd-3bed09a81a91 · outbound

This paper cites Energy harvesting reconfigurable intelligent surface for UA V based on robust deep reinforcement learning,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Energy harvesting reconfigurable intelligent surface for UA V based on robust deep reinforcement learning,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T05:02:12.431348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:02:12.431348Z digest=sha256:f7ff36fcbe0707addab9badc3526df0ae8805de3f26bf2107cafd2d05cdee431

Observation 9f38f53a-17fb-41be-9928-a4e50b10e9d3 · outbound

This paper cites Deep reinforcement learning-based online resource management for UA V-assisted edge computing with dual connectivity,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Deep reinforcement learning-based online resource management for UA V-assisted edge computing with dual connectivity,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:16.184546Z

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.

source=pdf_text observed=2026-08-07T05:02:12.518644Z digest=sha256:df321133fedb43c555a7408d6950402ba0c86f67ec84829ccc28ee16ec24a0e9

Observation 41545f6b-327f-4cf2-abf6-29d2236d9175 · outbound

This paper cites Deep reinforcement learning-based mining task offloading scheme for intelligent connected vehicles in UA V-aided MEC,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Deep reinforcement learning-based mining task offloading scheme for intelligent connected vehicles in UA V-aided MEC,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:15.895572Z

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.

source=pdf_text observed=2026-08-07T05:02:12.591877Z digest=sha256:7c54cf06349604fc3cfbf6fd9258a3a8e8c6fd9daf2ffbeb4d1e67ca4db350b6

Observation 43d2ff39-0a1a-4609-b351-e2f75c814520 · outbound

This paper cites Dynamic offloading and trajectory control for UA V- enabled mobile edge computing system with energy harvesting devices,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Dynamic offloading and trajectory control for UA V- enabled mobile edge computing system with energy harvesting devices,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:15.584949Z

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.

source=pdf_text observed=2026-08-07T05:02:12.676897Z digest=sha256:235f24390090f21ccc4ab193912cb97d8c205d14dd44527b6ec3278d80e98261

Observation e9f42eba-f98b-4b05-90e6-f8730396dec1 · outbound

This paper cites Resource allocation for NOMA-enabled cognitive satel- lite–UA V–terrestrial networks with imperfect CSI,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Resource allocation for NOMA-enabled cognitive satel- lite–UA V–terrestrial networks with imperfect CSI,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:15.321206Z

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.

source=pdf_text observed=2026-08-07T05:02:12.715494Z digest=sha256:c0500ebb4413f90f3768a110a4d66e12b4e077096755886681994d12da0bd0e0

Observation c17fa3dc-201e-4ae8-9d9d-f158ca8c5e91 · outbound

This paper cites Space-air-ground integrated networks: Spherical stochas- tic geometry-based uplink connectivity analysis,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Space-air-ground integrated networks: Spherical stochas- tic geometry-based uplink connectivity analysis,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:15.070265Z

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.

source=pdf_text observed=2026-08-07T05:02:12.767384Z digest=sha256:8e02077691760fe0cad693c1d8dec50cd7aca6c6c580766b524c3cf37312189f

Observation 4637a8f3-b019-4186-835c-0e80b93fd4bb · outbound

This paper cites UA V-assisted secure uplink communications in satellite- supported IoT: Secrecy fairness approach,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms UA V-assisted secure uplink communications in satellite- supported IoT: Secrecy fairness approach,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:14.770205Z

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.

source=pdf_text observed=2026-08-07T05:02:12.856534Z digest=sha256:92e760f0973bee43dedbd6efeb004ef00c78789c7d4877e62b1da854fcff951e

Observation 149c861b-fbab-4dae-a76c-8fa6e5c4dc38 · outbound

This paper cites Intelligent UA V swarm cooperation for multiple targets tracking,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Intelligent UA V swarm cooperation for multiple targets tracking,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:14.537993Z

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.

source=pdf_text observed=2026-08-07T05:02:12.939621Z digest=sha256:21d0acd6cd478bf9ce77424e0f4ad94fa34ef49c48857c4c758443db03dec795

Observation f0919d15-5ccc-480f-8f34-558f757da208 · outbound

This paper cites Efficient and secured swarm pattern multi-UA V com- munication,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Efficient and secured swarm pattern multi-UA V com- munication,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:14.370992Z

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.

source=pdf_text observed=2026-08-07T05:02:13.004223Z digest=sha256:d01e649a5f051ed3f378ceac441be072699e66a627044a51f907e92000e0c228

Observation 475cc47b-871f-4d37-b7ae-486593c89318 · outbound

This paper cites Energy-efficient UA V control for effective and fair communication coverage: A deep reinforcement learning approach,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Energy-efficient UA V control for effective and fair communication coverage: A deep reinforcement learning approach,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:14.230662Z

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.

source=pdf_text observed=2026-08-07T05:02:13.088093Z digest=sha256:f4abb5ffa7ebf0cb90c1c61bcb30aa98f5f2850f907b31bfa7d02cd1d2edd41a

Observation 235db06b-1dad-41ce-a792-27adaf9717be · outbound

This paper cites Multi-agent reinforcement learning with policy clipping and average evaluation for UA V-assisted communication markov game,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Multi-agent reinforcement learning with policy clipping and average evaluation for UA V-assisted communication markov game,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:13.969093Z

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.

source=pdf_text observed=2026-08-07T05:02:13.147281Z digest=sha256:99d40f6f8fecba426fe3b60eb3b54620161038e8db28838bdf0dfdbeb6320099

Observation b54a3e76-59ca-4edc-8d7f-f7eaffa6d242 · outbound

This paper cites UA V swarm cooperative target search: A multi-agent reinforcement learning approach,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms UA V swarm cooperative target search: A multi-agent reinforcement learning approach,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:13.764090Z

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.

source=pdf_text observed=2026-08-07T05:02:13.202519Z digest=sha256:47f53fcd63116aae11e6b5cef16ae78921252a91c294bfb21d431b5d305cc3ba

Observation 462b2a3a-4360-4f72-9d28-3114eeb624cd · outbound

This paper cites Approximately optimal approximate reinforcement learning,.

Graph Attention-based Decentralized Actor-Critic for Dual-Objective Control of Multi-UAV Swarms Approximately optimal approximate reinforcement learning,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:02:13.494185Z

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.

source=pdf_text observed=2026-08-07T05:02:13.288657Z digest=sha256:be83195890786a26eff8fd53fd8592f0df777406e461e96277d40500da12d8ef

Pith citing papers

No inbound Pith citation observations are available.