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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 20 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 2026-08-20T06:33:59.587034+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

  • verified exact2
  • 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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verified exact
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 2026-08-20T06:33:59.587034+00:00.

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.362749Z digest=sha256:7315cc0cf7bb515520e01571dd7e5e1a2e0e22a21ce5ae695f23ff7252973ac3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.366152Z digest=sha256:f51db569951cfea1b4dc698acd023384a2d4a659a96feee813ae82d8adb2ea19

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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verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.369189Z digest=sha256:c072ee9bcd0e7f4e402ec86edd8450d7e87db49ea834622add0dadd1336571f0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.372340Z digest=sha256:c21b231eda9402d686887d6c4f4277fc821b9505c2bcb76d5bc26278a7471a2a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.375884Z digest=sha256:6182ca8275adccbc7c7fe4eadb7ecea6b69ba1ac8bfcf995f2ba2f53bbb9b1bf

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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verified exact
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.379137Z digest=sha256:0d9e1092dae65e5cfec465cf7dccdb8618f4bd340bb21740b38fa3cf9606914f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.382297Z digest=sha256:f7ff44628f0db333a25098b5ed04896494bedca957657d1f3c090888b8e54033

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.384984Z digest=sha256:5044e877de089f449dd19bed97eaf55f133d37f695990b27d83c57284ed49ea8

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.387644Z digest=sha256:87153a6f9f8326d46a71cce87137007b0b979a5df7e85052af1ffb8e645dbf5d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.390569Z digest=sha256:ea4b81c69a4428a7b5304d8bbbc213ab71f7b77ce7ad8e42c26932668eb5e71c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.393430Z digest=sha256:9ec6b786e3f849340bd035fc501581878680e736512db752cc06c4fbae93beb2

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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raw_fallback, observed 2026-08-05T12:38:16.005849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.396262Z digest=sha256:887c65ca56142b1beebc7dda16bf48786f3b5e74e2b320a0c4d6b5d3dbeacab7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.399239Z digest=sha256:6b112d6052ae1e8a96d0e6d46b27edebc4e1952540818d2189eaea066122ccc4

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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raw_fallback, observed 2026-08-05T12:38:15.980343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.405068Z digest=sha256:e3f6dba3f1211f50672b60de0da74a7b10a39c6e98f80806b490ac251f676e1c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.407681Z digest=sha256:b7fcf2a536744dd849f2f8c59b9996f25e7203a1e61320b9bc9acc8e80f83a1c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.410443Z digest=sha256:00f598eb615bb3ab1c4b5e493c3cbdf0b3ba0a8c5c9f050ba8999c1fd55a61e7

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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raw_fallback, observed 2026-08-05T12:38:15.953732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.413175Z digest=sha256:110b017db052eb68a295aab49aa75189903d26985f6200a5c5185351673d5218

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.416375Z digest=sha256:92d1eb6e09fe8ac830f274ebe27d84d3234fb50635eec5264b3027e7b57907fc

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.419232Z digest=sha256:006d9c5865d4b5606d3800eea22951bfc98c5ae46fddba11607075b8e0280e13

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.422053Z digest=sha256:631564ad6c7acfc43cf9a196771a01c052c5cb7a6e1591bb1ff885512b15d53e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.425179Z digest=sha256:403122a755c209f454a1c3add049350ac978235cc2fafc5f12b99a62e5bc4032

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.427805Z digest=sha256:848d173dc6824ceb900a3c7e8ddafc73410c7f48636ac58f2eb81c032c8ff790

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.430548Z digest=sha256:b688e3bcf201aa5841609286a5e2594c71acf7fbba19ce65715c68236449cd47

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.433320Z digest=sha256:e59190c812a7b0d984e9bc3a1af22430eeb999b182fa09b4da24486658ffe47b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.436097Z digest=sha256:1cb9563b56965ac7b23dd8e664451c06fd2d3c0d5dcc697b998968c81b35eb45

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.439222Z digest=sha256:35a6c37a55b95c85736391a1689d7e8c8dfe3594736887b81091bf42da423b39

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.442048Z digest=sha256:cd4f20d78d01873c12be336d7dd747e18d897db94d07df60bd230374ef082608

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.444767Z digest=sha256:4dacd50abc04966525bc33581bf6bc8c5819bf7f630695a718c3d162ebf87fae

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.447504Z digest=sha256:ef9cd66596b7dd8c33ade0348284f204903620ca71dd450f935f0cf0e5df308a

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

Resolution
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.450484Z digest=sha256:c649893bef0fbc14c5ecfc0051848347e15851bad5491c86ee180aeeacde8254

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.453153Z digest=sha256:fe7206a6a6836384374a4ca50c532ffef5bac8a25cf3252d2ab8ccbd6c3922c9

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.455886Z digest=sha256:26590c57f0d58e7c121e0a1fe19b6c064dbb296ae56bd10c4f6c5bed039517f9

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.458750Z digest=sha256:5a04db4a1bf66e2f1bd6c408f2a65c68aaa5c1fd22c91df1ff0ec0c373a7034d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.461732Z digest=sha256:4fb71ab50f420daa2e374b31600b70883dae98793fb92598f9860e1bd69ea451

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.464582Z digest=sha256:6fa162ff528234f99f918f08992dde99478f60529b550dc9f9827f21c5063c4a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.467237Z digest=sha256:262e9ec78f4f65896aa174c8ce0d208d9c64b725823fc45a8459c6de275db338

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.469978Z digest=sha256:f92eafbd2eeb54b221d9f82d353be69127dfe9935633b468db37ed0732e73002

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.472627Z digest=sha256:75f7cdb27c39e8b49020706d0f8c91d17f18db0c09e893a84f01e6a277f0674b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.475432Z digest=sha256:e2fe0c21ad4682497fda25697942804dfda33dabb191ce765ec13d5beb7cb6b1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.478079Z digest=sha256:20ef22e55fb01a8d9a6b10dde028f923b3daacf799b68e77e2cd28a83476acb5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.480823Z digest=sha256:3fba29fab8efaeb2e819feca2d73616124c61a3abc191369d57f8060e2f7156a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.483536Z digest=sha256:9b15e883f9713e6b1321aa09cd373e569a994e8652d0785b9c9b1acaf915d610

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.486263Z digest=sha256:5082dc41edd751d90fe7fe0dd36f3512c45b11cd75526b097350ac1c4980403e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.488913Z digest=sha256:5c3db19a9c970df3f612b56c7f36bd2d2d4e674188fd5261cfdb1d066c312d75

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.491522Z digest=sha256:cc4f02434393858a701365f41b7b07bf9e144559cdcc3aade4497f2339fbb689

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.494170Z digest=sha256:3e24eeb001f65aabadef5f59648c49ecac7d01334c04900f3b592c906b9d7b4c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.496917Z digest=sha256:8d6d831019fb5f28bf6e9985f3e943da3a68c385b44411854bc767b0960e67c7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.499482Z digest=sha256:4b6a58d34a468fd70491f5bdc3e457436b48df4cb37cc90080603ad495b355a2

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.502137Z digest=sha256:151faf0d4ff864211924ddca0b1ce536d52eec1baf7002e0aefd55d79eacf278

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.504744Z digest=sha256:dea4113ec0630bb24bdafd879062e94e7488f38c9223c84c0d481d40f2e13e5d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.507654Z digest=sha256:49e1cc2acb2b0cb068ceb823ae980af66ce0ed598d091c0cb42c83a5b1ec9934

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.510290Z digest=sha256:ed2d29f6418b7cc37bfa40be2ba75dac1992bfbae2815d2b75a958401a78fe89

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.512977Z digest=sha256:a1eb23187a4ce8ba77e124cdf071a5fcb9e5bf8a237579c478ef7c6e7d7be85e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.515628Z digest=sha256:35baaf4684d6c1ee77c3df28fcc547796593e296aaa3201082cd82b24b999c1d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.521342Z digest=sha256:9030786cb2285e2619f3375613f46fccd4d07bcf90298cefb535acfc7719cc7e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.524055Z digest=sha256:6315103924e9b6b36b72f49fd585b863870e40246d969ae6d70631b74b8e2574

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.526677Z digest=sha256:9274a620429747641414f3a2bd5ccb101a56cd47940faced57a98325a5c85fc6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T12:38:15.402183Z digest=sha256:270c24aca6cf0dd0af4706edf527a9651d10ab93a268ad86ce6998c43b633132

Pith citing papers

No inbound Pith citation observations are available.