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Paper Citation Record · LEDGER

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding

As of 21 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2509.01427.

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

pith.paper-citation-record.v1
2509.01427 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:38:15.526677Z

measured 60 of 60 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

60 of 60 outbound references displayed

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  • verified fuzzy56
  • unresolved1
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb04674a-0ae5-468d-9fd6-dd15d75ae4c5 · outbound

This paper cites AoI-Sensitive Data Forwarding with Distributed Beamforming in UAV-Assisted IoT.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding AoI-Sensitive Data Forwarding with Distributed Beamforming in UAV-Assisted IoT

Reference 1

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local_arxiv, observed 2026-08-05T12:38:15.591760Z

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.

source=pdf_text observed=2026-08-05T12:38:15.358887Z digest=sha256:940bfe0d1aa7c2d52f96648b730acfa81dcfef17a8e02f6f8836f9eb8ce32ce4

Observation 5ae967d8-ab85-4520-b662-abf3c38bf7d7 · outbound

This paper cites Low-altitude intelligent transportation: System architecture, infrastructure, and key technologies,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Low-altitude intelligent transportation: System architecture, infrastructure, and key technologies,

Reference 2

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raw_fallback, observed 2026-08-05T12:38:16.096089Z

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.

source=pdf_text observed=2026-08-05T12:38:15.362749Z digest=sha256:cd1c6c41ecf4c8d8dce41477dd9ab9fe7a01a0fe7167802170a5c0590e3c925b

Observation 65fede56-d7c9-4716-9788-0f2de74a4d41 · outbound

This paper cites Networked ISAC based UAV tracking and handover towards low-Altitude economy,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Networked ISAC based UAV tracking and handover towards low-Altitude economy,

Reference 3

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raw_fallback, observed 2026-08-05T12:38:16.087287Z

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.

source=pdf_text observed=2026-08-05T12:38:15.366152Z digest=sha256:500bdd88cbe22bc8c7b77dc4b7b2fa8eb90fa3642b8e53c0cf8c134dcec66b6a

Observation 836a21a9-3d86-445b-960f-2f3985cba788 · outbound

This paper cites An online joint optimization approach for qoe maximization in uav- enabled mobile edge computing,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding An online joint optimization approach for qoe maximization in uav- enabled mobile edge computing,

Reference 4

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raw_fallback, observed 2026-08-05T12:38:16.078307Z

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.

source=pdf_text observed=2026-08-05T12:38:15.369189Z digest=sha256:35edb6a5de5bcd80e598eac9af25258f3cd8d4b60b1d72d6870215f9c21f29b9

Observation 92abeef0-fece-4e63-8085-a16d2b9ebd69 · outbound

This paper cites Space-Air-Ground integrated wireless networks for 6g: Basics, key technologies, and future trends,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Space-Air-Ground integrated wireless networks for 6g: Basics, key technologies, and future trends,

Reference 5

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raw_fallback, observed 2026-08-05T12:38:16.069271Z

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.

source=pdf_text observed=2026-08-05T12:38:15.372340Z digest=sha256:91dfd968f8c040d5b9b26a89b07654251cf18787ab1a9e8db9e0c11d4b470fc9

Observation cd1ff498-3fd4-4fd6-b677-ecc3896f5552 · outbound

This paper cites A two time- Scale joint optimization approach for UAV-assisted MEC,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding A two time- Scale joint optimization approach for UAV-assisted MEC,

Reference 6

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raw_fallback, observed 2026-08-05T12:38:16.060034Z

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.

source=pdf_text observed=2026-08-05T12:38:15.375884Z digest=sha256:7186837d12216cb6474bc869802d6cde81437a2fb292e0a5790454933c3b360e

Observation ced74150-5387-4143-833f-336551a83efd · outbound

This paper cites Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning

Reference 7

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local_arxiv, observed 2026-08-05T12:38:15.575132Z

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.

source=pdf_text observed=2026-08-05T12:38:15.379137Z digest=sha256:b41e734722958c011aed1e48af5d31eaaa1f009d9b704c2924a5a33dd93413b2

Observation 836ad15d-71c7-4e4e-9fb1-1b8e760ba3a5 · outbound

This paper cites Multi-objective optimization for multi-uav-assisted mo- bile edge computing,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Multi-objective optimization for multi-uav-assisted mo- bile edge computing,

Reference 8

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raw_fallback, observed 2026-08-05T12:38:16.051068Z

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.

source=pdf_text observed=2026-08-05T12:38:15.382297Z digest=sha256:b2b101dd36047b63eb5ad0de95d09650327573cba2b8077e9446f0559258eb4c

Observation 8d257394-7f08-4bb2-ace4-31ca231423a8 · outbound

This paper cites UAV-Enabled secure communications via collaborative beamforming with imperfect eavesdropper information,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding UAV-Enabled secure communications via collaborative beamforming with imperfect eavesdropper information,

Reference 9

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raw_fallback, observed 2026-08-05T12:38:16.041950Z

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.

source=pdf_text observed=2026-08-05T12:38:15.384984Z digest=sha256:54ffc2351a4904a28b717fa98f387fdb7e266fda6ad38db43f5632d6fb3c182b

Observation 86cc052f-410e-4dbc-b4ee-8c32e352ce54 · outbound

This paper cites BARGAIN-MATCH: A game theoretical approach for resource allocation and task offloading in vehicular edge computing networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding BARGAIN-MATCH: A game theoretical approach for resource allocation and task offloading in vehicular edge computing networks,

Reference 10

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raw_fallback, observed 2026-08-05T12:38:16.032898Z

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.

source=pdf_text observed=2026-08-05T12:38:15.387644Z digest=sha256:c364627fcef3ee9c69c61d21c2c6dd3c49a2714f94adadda8cdd8ab2a2bb2f28

Observation 3257fe31-4227-40d6-b4f3-4d2fed25c1a1 · outbound

This paper cites Rule-guided DRL for UAV-Assisted wireless sensor networks with no-Fly zones safety,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Rule-guided DRL for UAV-Assisted wireless sensor networks with no-Fly zones safety,

Reference 11

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raw_fallback, observed 2026-08-05T12:38:16.023845Z

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.

source=pdf_text observed=2026-08-05T12:38:15.390569Z digest=sha256:25d6df71fa5afad947a9b7e86783236f373385d23fef31f9fb110f08f939f613

Observation 214e0265-a2cc-4fe4-b12a-088ad60056e1 · outbound

This paper cites Joint task offloading and resource allocation in aerial-terrestrial UAV networks with edge and fog computing for post-disaster rescue,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Joint task offloading and resource allocation in aerial-terrestrial UAV networks with edge and fog computing for post-disaster rescue,

Reference 12

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raw_fallback, observed 2026-08-05T12:38:16.014897Z

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.

source=pdf_text observed=2026-08-05T12:38:15.393430Z digest=sha256:c7b2e74952d6a2893b52afc28bd396addb1573c60c67306b4b3de064d9a502dc

Observation 638e4552-a410-481b-a3da-8e67d7349968 · outbound

This paper cites Multi-objective optimization for UAV swarm-assisted IoT with virtual antenna arrays,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Multi-objective optimization for UAV swarm-assisted IoT with virtual antenna arrays,

Reference 13

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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.

source=pdf_text observed=2026-08-05T12:38:15.396262Z digest=sha256:23ee53ba75ff4ad7be2edcecfdb21388427f0f66278419fc6c53026c5910cdb2

Observation 6b1b5e9a-4ddf-489c-9aeb-8f85c47b71d1 · outbound

This paper cites Two-way aerial secure communications via distributed collaborative beam- forming under eavesdropper collusion,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Two-way aerial secure communications via distributed collaborative beam- forming under eavesdropper collusion,

Reference 14

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raw_fallback, observed 2026-08-05T12:38:15.997241Z

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.

source=pdf_text observed=2026-08-05T12:38:15.399239Z digest=sha256:607b4b3d4a73f80e895462254c7a5353d4963df52307870a996e0af64cb1295e

Observation c4548dfc-97d3-4be7-b2eb-adf43153c2c8 · outbound

This paper cites UAV swarm-enabled collaborative secure relay commu- nications with time-domain colluding eavesdropper,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding UAV swarm-enabled collaborative secure relay commu- nications with time-domain colluding eavesdropper,

Reference 15

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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.

source=pdf_text observed=2026-08-05T12:38:15.405068Z digest=sha256:4061101d054402ddcd6034a686f58c93dd84fbad6d30c97913656f50d11b0cd1

Observation 05773763-42d2-4d7b-a64e-d9c5583d66ea · outbound

This paper cites Multi-Objective optimization approaches for physical layer se- cure communications based on collaborative beamforming in UAV networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Multi-Objective optimization approaches for physical layer se- cure communications based on collaborative beamforming in UAV networks,

Reference 16

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raw_fallback, observed 2026-08-05T12:38:15.971951Z

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.

source=pdf_text observed=2026-08-05T12:38:15.407681Z digest=sha256:3cf53abdf655c4cc2f8a77ab98631d9b9c10252be7d777240327d342839953e4

Observation 7b0787ec-ab17-4c64-8f96-334b7f070761 · outbound

This paper cites Uav-enabled collaborative beamforming via multi-agent deep reinforcement learning,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Uav-enabled collaborative beamforming via multi-agent deep reinforcement learning,

Reference 17

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raw_fallback, observed 2026-08-05T12:38:15.962944Z

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.

source=pdf_text observed=2026-08-05T12:38:15.410443Z digest=sha256:227304b02f556d62f2bb4573f97e4789fe2e97c418132b6c93029c8162a01e3e

Observation 2300aa82-68f0-4088-a9f0-ed47059f23b5 · outbound

This paper cites AoI-aware scheduling for air-ground collaborative mobile edge computing,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding AoI-aware scheduling for air-ground collaborative mobile edge computing,

Reference 18

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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.

source=pdf_text observed=2026-08-05T12:38:15.413175Z digest=sha256:f5981868885b1c1381fd2398bbd85d074a7831b09a80b14040ab1f55f01d3c48

Observation 09e1c3e1-460f-4243-a542-e230c24bc674 · outbound

This paper cites UAV trajectory planning for aoi-minimal data collection in UAV-aided IoT networks by transformer,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding UAV trajectory planning for aoi-minimal data collection in UAV-aided IoT networks by transformer,

Reference 19

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raw_fallback, observed 2026-08-05T12:38:15.945270Z

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.

source=pdf_text observed=2026-08-05T12:38:15.416375Z digest=sha256:f39342ca06a67a7cde57ed1670f57764d6a91be2457812f28ee318c4dc64d24f

Observation 160d3f92-5950-419d-9510-c891b986c91e · outbound

This paper cites A learning-based iterative algorithm for AoI-optimal trajectory planning in UAV-assisted IoT networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding A learning-based iterative algorithm for AoI-optimal trajectory planning in UAV-assisted IoT networks,

Reference 20

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raw_fallback, observed 2026-08-05T12:38:15.936772Z

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.

source=pdf_text observed=2026-08-05T12:38:15.419232Z digest=sha256:23852073d377cb563b211c4d10bef84a5d7d141c4ecbd024f795d8340961916e

Observation fc14c15c-082c-4883-8182-d8eed299978f · outbound

This paper cites OH-DRL: An AoI-guaranteed energy-efficient approach for UAV- assisted IoT data collection,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding OH-DRL: An AoI-guaranteed energy-efficient approach for UAV- assisted IoT data collection,

Reference 21

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raw_fallback, observed 2026-08-05T12:38:15.928521Z

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.

source=pdf_text observed=2026-08-05T12:38:15.422053Z digest=sha256:34a82bc5e2507c8b3feb380967557a00d8995c095c3215540bd66e1e8c2072ee

Observation 74b7811f-ab1e-4169-93a2-3daf57e2f1d4 · outbound

This paper cites Reliability-optimal UAV-Assisted mobile edge computing: Joint resource allocation, data transmission scheduling and motion con- trol,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Reliability-optimal UAV-Assisted mobile edge computing: Joint resource allocation, data transmission scheduling and motion con- trol,

Reference 22

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raw_fallback, observed 2026-08-05T12:38:15.919964Z

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.

source=pdf_text observed=2026-08-05T12:38:15.425179Z digest=sha256:3d7df1bc63ee03b330405bca0c91e1e6840bb5ed417d59416e90115127b86c77

Observation 3605d218-a6f9-4864-9de5-a2affec7b4e9 · outbound

This paper cites Age efficient optimization in uav-aided VEC network: A game theory viewpoint,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Age efficient optimization in uav-aided VEC network: A game theory viewpoint,

Reference 23

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raw_fallback, observed 2026-08-05T12:38:15.911302Z

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.

source=pdf_text observed=2026-08-05T12:38:15.427805Z digest=sha256:ea210d3639c57b621cfb892d7960292bcea1f7fff4d380ec0d9fc43ce7fb9c35

Observation d7ae3689-9479-4d6f-92ce-5fbeb91297c3 · outbound

This paper cites AoI optimization in the UAV-Aided traffic monitoring network under attack: A stackelberg game viewpoint,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding AoI optimization in the UAV-Aided traffic monitoring network under attack: A stackelberg game viewpoint,

Reference 24

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raw_fallback, observed 2026-08-05T12:38:15.902689Z

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.

source=pdf_text observed=2026-08-05T12:38:15.430548Z digest=sha256:a4b3607db6e3674aa6ac4dd7da56557f329ede5351466fbe27de4b191772bb23

Observation 38b3045c-b953-4172-9fce-c8df6a28a1f7 · outbound

This paper cites Evaluating AoI- centric HARQ protocols for UAV networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Evaluating AoI- centric HARQ protocols for UAV networks,

Reference 25

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raw_fallback, observed 2026-08-05T12:38:15.893909Z

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.

source=pdf_text observed=2026-08-05T12:38:15.433320Z digest=sha256:9ad99b50629de6b35dd5674a7d71d94ca69d108c01ae9cfe6a9d6e14a8803275

Observation 39ec7a06-6bed-4f71-b733-e0616224d187 · outbound

This paper cites Interference-Aware online optimization for cellular-connected multiple UAV networks with energy constraints,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Interference-Aware online optimization for cellular-connected multiple UAV networks with energy constraints,

Reference 26

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raw_fallback, observed 2026-08-05T12:38:15.885311Z

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.

source=pdf_text observed=2026-08-05T12:38:15.436097Z digest=sha256:e25459f63546032ce33f6bab67ad103beb6a14995c2e1340af5cb1a077909083

Observation 58a80299-9dcb-4235-9fb2-75344ec36822 · outbound

This paper cites Lyapunov-guided deep reinforcement learning for semantic- aware aoi minimization in uav-assisted wireless networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Lyapunov-guided deep reinforcement learning for semantic- aware aoi minimization in uav-assisted wireless networks,

Reference 27

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raw_fallback, observed 2026-08-05T12:38:15.876735Z

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.

source=pdf_text observed=2026-08-05T12:38:15.439222Z digest=sha256:9079039cc14ae563b823e38673df29683605d0917f9de19657785abedbbc548d

Observation 07679e61-0002-4bc3-830e-010fa066ab88 · outbound

This paper cites Age of information aware UAV deployment for intelligent transportation systems,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Age of information aware UAV deployment for intelligent transportation systems,

Reference 28

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raw_fallback, observed 2026-08-05T12:38:15.867738Z

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.

source=pdf_text observed=2026-08-05T12:38:15.442048Z digest=sha256:df0f2c8381fcb49c7425a068ce4d789ede8ae49501cd2072fdd900703b5b2208

Observation 613222e6-0d46-4877-992b-e030c22e7dc4 · outbound

This paper cites AoI-minimal UAV crowdsensing by model-based graph convo- lutional reinforcement learning,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding AoI-minimal UAV crowdsensing by model-based graph convo- lutional reinforcement learning,

Reference 29

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raw_fallback, observed 2026-08-05T12:38:15.859152Z

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.

source=pdf_text observed=2026-08-05T12:38:15.444767Z digest=sha256:f3e23cd1a7b1bc7d60ae8d6b43230f574c180aaf41f81f535b12f5c798e6faae

Observation 20feaa2f-a335-4bb8-ae67-c9b64a57b585 · outbound

This paper cites Reliable and energy-efficient communications via collaborative beamforming for UAV networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Reliable and energy-efficient communications via collaborative beamforming for UAV networks,

Reference 30

Resolution
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raw_fallback, observed 2026-08-05T12:38:15.850839Z

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.

source=pdf_text observed=2026-08-05T12:38:15.447504Z digest=sha256:bf2619e7dcb0afb227391c97d46a239c0515170b5ce7606f870e0981213d7c67

Observation 8f756a7f-fd60-4b46-9654-8cdf9275cf7d · outbound

This paper cites Joint sensing and age of information optimization for energy constrained UAV assisted integrated sensing, calculation and communication,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Joint sensing and age of information optimization for energy constrained UAV assisted integrated sensing, calculation and communication,

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.841903Z

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.

source=pdf_text observed=2026-08-05T12:38:15.450484Z digest=sha256:554fc584a7102b616da06247b06ee4882054f00b1891705bc58c6fda915ca67e

Observation 978d1708-f4f3-4803-a2d3-33f5a32bbcf0 · outbound

This paper cites AoI- minimal clustering, transmission and trajectory co-design for uav- assisted WPCNs,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding AoI- minimal clustering, transmission and trajectory co-design for uav- assisted WPCNs,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.833403Z

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.

source=pdf_text observed=2026-08-05T12:38:15.453153Z digest=sha256:0ea7c416f24eff8857c0e8c23809f974e5e07f05401443e482efad8b7ce80318

Observation ec2847f0-97e9-4a62-8b7e-fc8294ebfa3b · outbound

This paper cites Online altitude control and scheduling policy for minimizing aoi in UAV- assisted IoT wireless networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Online altitude control and scheduling policy for minimizing aoi in UAV- assisted IoT wireless networks,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.824560Z

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.

source=pdf_text observed=2026-08-05T12:38:15.455886Z digest=sha256:20eda39ceca17887ff2bfe2de846334841551cf0e7195f37c5f14420b37edfaa

Observation c737b0f2-cfbf-4158-a051-f5a61c6ec365 · outbound

This paper cites Min- imizing the AoI in resource-constrained multi-source relaying systems: Dynamic and learning-based scheduling,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Min- imizing the AoI in resource-constrained multi-source relaying systems: Dynamic and learning-based scheduling,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.816453Z

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.

source=pdf_text observed=2026-08-05T12:38:15.458750Z digest=sha256:e1e79c0d9c87ac05ec0906c4bde2b63bd825901aefd8bd134e559595cf57ed88

Observation d36c177f-c7db-4a1c-bb90-636c86dc93a0 · outbound

This paper cites Optimization of informa- tion freshness in multi-RIS cooperative assisted wireless sensor network,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Optimization of informa- tion freshness in multi-RIS cooperative assisted wireless sensor network,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.808108Z

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.

source=pdf_text observed=2026-08-05T12:38:15.461732Z digest=sha256:ea24d66fbef9055ba1e28349223e01878c0c55d4e53dea7e6facc014004b523f

Observation 5bf0d900-e53f-44ee-b92b-654dafbdc994 · outbound

This paper cites Up- downlink aoi-driven multi-source data collection in uav-assisted wireless sensor networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Up- downlink aoi-driven multi-source data collection in uav-assisted wireless sensor networks,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.799779Z

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.

source=pdf_text observed=2026-08-05T12:38:15.464582Z digest=sha256:4aed0577906b6486ec799e880c5cf0de773104561d94598c2e453068d6d51bc4

Observation ce9ec9d9-9416-40c8-8336-c06511490a83 · outbound

This paper cites Average AoI minimization with directional charging for wireless-Powered network edge,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Average AoI minimization with directional charging for wireless-Powered network edge,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.791580Z

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.

source=pdf_text observed=2026-08-05T12:38:15.467237Z digest=sha256:bf523a972f78c5a284f2775c00d8a476506df7144b176bc4771a8a49c15997bd

Observation 9d1efdab-cca4-40b5-b3d8-0b968caffb73 · outbound

This paper cites AoI-sensitive data collection in multi-UAV-assisted wireless sensor networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding AoI-sensitive data collection in multi-UAV-assisted wireless sensor networks,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.783449Z

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.

source=pdf_text observed=2026-08-05T12:38:15.469978Z digest=sha256:2eea95b86e63ef9087fd7f09b4eb4d9a7f35a85523811170c8d0d63f295754b6

Observation e97bd6da-9173-42c4-900f-1651f8391ddd · outbound

This paper cites Coalitional formation- based group-buying for UAV-enabled data collection: An auction game approach,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Coalitional formation- based group-buying for UAV-enabled data collection: An auction game approach,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.775036Z

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.

source=pdf_text observed=2026-08-05T12:38:15.472627Z digest=sha256:ce46ef8fcd0c02ce6bc382c89d3335707ed95367342fccae6c4a296f95c36ba4

Observation 1287a030-fc65-47da-979d-cf8d63caaaf8 · outbound

This paper cites Finite block length NOMA MU pairing UAV-enable system: Per- formance analysis and optimization,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Finite block length NOMA MU pairing UAV-enable system: Per- formance analysis and optimization,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.766832Z

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.

source=pdf_text observed=2026-08-05T12:38:15.475432Z digest=sha256:1da6eb85bc050a1d1f9a6c4ded80894030c3a303bf177f631ef7985bfc015022

Observation bf92ec65-f42a-447a-926a-24b0f94798ad · outbound

This paper cites Tradeoff between age of information and operation time for UAV sensing over multi- cell cellular networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Tradeoff between age of information and operation time for UAV sensing over multi- cell cellular networks,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.758021Z

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.

source=pdf_text observed=2026-08-05T12:38:15.478079Z digest=sha256:5d931a2809fb6af10af234b3e62b3953751fd830467cc0db4c170d094c159225

Observation 511ab532-2ab3-4dc6-b6e9-d7b8c388e087 · outbound

This paper cites Proactive obsolete packet management based analysis of age of information for LCFS het- erogeneous queueing system,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Proactive obsolete packet management based analysis of age of information for LCFS het- erogeneous queueing system,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.749675Z

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.

source=pdf_text observed=2026-08-05T12:38:15.480823Z digest=sha256:4fc025215b139ad3ede3579d97af6c24ef332925e080d8b3643789363a99fb51

Observation bef9583e-92c7-40da-99da-3dabb9e31634 · outbound

This paper cites Maximizing age-energy efficiency in wireless powered industrial IoE networks: A dual-layer DQN-based approach,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Maximizing age-energy efficiency in wireless powered industrial IoE networks: A dual-layer DQN-based approach,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.740976Z

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.

source=pdf_text observed=2026-08-05T12:38:15.483536Z digest=sha256:f881dcca038a722f8fbedd4d58dc0fa909dc6b8637d0c2ec0766b3b1473ae6c0

Observation 9c3f4103-6cd3-48eb-9f98-94d09c76f34d · outbound

This paper cites Intelligent scheduling of uavs and sensors for information age minimization at wireless powered internet of things,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Intelligent scheduling of uavs and sensors for information age minimization at wireless powered internet of things,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.732236Z

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.

source=pdf_text observed=2026-08-05T12:38:15.486263Z digest=sha256:ae8cb64d5c4330b437383ee325b28b860861dd52569be005600c91ffa7ab8562

Observation 94cfcae9-0d6e-445a-a521-e49c6fc04d28 · outbound

This paper cites AoI minimiza- tion based on deep reinforcement learning and matching game for IoT information collection in SAGIN,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding AoI minimiza- tion based on deep reinforcement learning and matching game for IoT information collection in SAGIN,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.723873Z

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.

source=pdf_text observed=2026-08-05T12:38:15.488913Z digest=sha256:68f783c9c8da8059abffdf8366f80d713f303220e6578893537b781b9a18883f

Observation 04a2121f-585f-4bee-a202-c3e2e742f1d0 · outbound

This paper cites LI2: A new learning-based approach to timely monitoring of points-of-interest with UAV,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding LI2: A new learning-based approach to timely monitoring of points-of-interest with UAV,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.715581Z

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.

source=pdf_text observed=2026-08-05T12:38:15.491522Z digest=sha256:d69e777007a15f40db128592142fcfee79b093051ae8c45faf062d2b9e861d15

Observation 52ea8dee-c1a0-4c53-b265-9957e8b9971b · outbound

This paper cites Distributed age-of-information scheduling with NOMA via deep reinforcement learning,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Distributed age-of-information scheduling with NOMA via deep reinforcement learning,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.707000Z

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.

source=pdf_text observed=2026-08-05T12:38:15.494170Z digest=sha256:9e6ca596ca9e34deb5bcc760269d6ca20f55cc0cf98c5ea9a5b617e04e1ef9e1

Observation 73c46528-f203-4765-9b5c-a4a617361808 · outbound

This paper cites Collaborative ground-space communications via evolutionary multi-objective deep reinforcement learning,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Collaborative ground-space communications via evolutionary multi-objective deep reinforcement learning,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.698152Z

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.

source=pdf_text observed=2026-08-05T12:38:15.496917Z digest=sha256:88b95f90de209f695ac5409d11777756620b7794dd93be8f1aa781b4a0c6b7c2

Observation 7ac9c433-bad1-4ca7-926d-84a6389ff29c · outbound

This paper cites AoI-aware scheduling and trajectory optimization for multi-UAV-assisted wireless networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding AoI-aware scheduling and trajectory optimization for multi-UAV-assisted wireless networks,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.689136Z

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.

source=pdf_text observed=2026-08-05T12:38:15.499482Z digest=sha256:fc8feac4e5732aaca91224f4c69c48319d61234d0a9a1834c71a7f0ded3da330

Observation 3313ac65-5951-42ab-92a7-9b764568e5d6 · outbound

This paper cites Service continuity based data delivery optimization in satellite-terrestrial networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Service continuity based data delivery optimization in satellite-terrestrial networks,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.680215Z

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.

source=pdf_text observed=2026-08-05T12:38:15.502137Z digest=sha256:1657691bbe948a91d46eb38dbad592c8426990c6da2c53bb328555c2b677f23b

Observation 4221947f-b0b5-47c8-9797-46f3c82dad01 · outbound

This paper cites Aoi optimization for uav-assisted wireless sensor networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Aoi optimization for uav-assisted wireless sensor networks,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.671118Z

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.

source=pdf_text observed=2026-08-05T12:38:15.504744Z digest=sha256:3e4fe74ad4f78b7f374be03eb00f82360640faf852d9844a038a455fa69684bb

Observation 3bbd5382-3e8d-4ddf-b9d5-6465db5c8c2e · outbound

This paper cites Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.660556Z

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.

source=pdf_text observed=2026-08-05T12:38:15.507654Z digest=sha256:bf26ec306bec0beca81d50e8b235b9ccab8c7f717cc2a0c6f88664eb7b6435e8

Observation 52a1cc99-8c5c-49c2-9157-123a28f1dfd1 · outbound

This paper cites Layer normalization,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Layer normalization,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.650202Z

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.

source=pdf_text observed=2026-08-05T12:38:15.510290Z digest=sha256:f9e7a80cfb899a7cfd4a9610b3f360bce7a55705044bc3ea79c869994ceb3ede

Observation 51cc9071-7877-4bb8-ac7d-1794ffabc244 · outbound

This paper cites Squeeze-and-excitation networks,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Squeeze-and-excitation networks,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.639826Z

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.

source=pdf_text observed=2026-08-05T12:38:15.512977Z digest=sha256:028de64478a39037a4fa73f38d66349da90b11e0e184abbfd9b108f311a87252

Observation ff9e4051-93f4-49f3-ae05-46e2767ebf26 · outbound

This paper cites Addressing function approximation error in actor-critic methods,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Addressing function approximation error in actor-critic methods,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.629382Z

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.

source=pdf_text observed=2026-08-05T12:38:15.515628Z digest=sha256:0660cd6b6ebdc2b1645b66b6c9141ea507d55991117bac7cd3e8afdde90ef2e3

Observation 3f208909-7d75-4e3f-80b5-260efeca1bf6 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Proximal Policy Optimization Algorithms

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-05T12:38:15.518205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:38:15.518205Z digest=sha256:45457c68c1be96113f63e5c5ad3ca78eff8784055a2722d22c13172362dc29ea

Observation 4728b666-f758-41f6-bd56-fe1b0a37b810 · outbound

This paper cites Con- trolling overestimation bias with truncated mixture of continuous distributional quantile critics,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Con- trolling overestimation bias with truncated mixture of continuous distributional quantile critics,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.619975Z

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.

source=pdf_text observed=2026-08-05T12:38:15.521342Z digest=sha256:a04efd010f5bc290a15df4da6b3e224824f993853706be69caa75a92ff436f1b

Observation 47fd4e19-ce60-461f-a8ec-22090f77b4ca · outbound

This paper cites Continuous control with deep rein- forcement learning,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Continuous control with deep rein- forcement learning,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.610605Z

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.

source=pdf_text observed=2026-08-05T12:38:15.524055Z digest=sha256:2e2b281c10408b4fdc3742e46c6533e44a2aad0344fe6467214001581b8f7ea8

Observation 803e43be-a737-4ba3-aa80-5007a3c00d13 · outbound

This paper cites Compressing deep reinforcement learning networks with a dynamic structured pruning method for autonomous driving,.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Compressing deep reinforcement learning networks with a dynamic structured pruning method for autonomous driving,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:38:15.601340Z

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.

source=pdf_text observed=2026-08-05T12:38:15.526677Z digest=sha256:84c516aedf0e9526cdeda0b8a8f3155b2888022955cf16cbd7d7388751e84abc

Observation a37414ef-b595-4053-80d2-4a7ee05caac5 · outbound

This paper cites an unresolved cited work.

Multi-AAV-enabled Distributed Beamforming in Low-Altitude Wireless Networking for AoI-Sensitive IoT Data Forwarding Unresolved cited work

Reference 2024

Resolution
parse uncertain
raw_fallback, observed 2026-08-05T12:38:15.988779Z

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.

source=pdf_text observed=2026-08-05T12:38:15.402183Z digest=sha256:29477ad0e4b361d1f4ba17e45c808f2cb7bbd2cd34bfa0ca5bc855c93df0c3b6

Pith citing papers

No inbound Pith citation observations are available.