Paper Citation Record · LEDGER

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach

As of 20 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 4 inbound Pith citation observations for arXiv:2411.13970.

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

pith.paper-citation-record.v1
2411.13970 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T15:46:44.176292Z

measured 20 of 20 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:48:34.212512Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T20:15:26.885688Z

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy12
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d1bc4d84-3e02-428f-8378-57669d880c41 · outbound

This paper cites Ambient backscatter communications for future ultra-low-power ma- chine type communications: Challenges, solutions, opportunities, and future research trends,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Ambient backscatter communications for future ultra-low-power ma- chine type communications: Challenges, solutions, opportunities, and future research trends,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.468921Z

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.

Observation 2741695e-1c87-4134-a393-50156cb4d077 · outbound

This paper cites Backscatter wireless commu- nications and sensing in green Internet of Things,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Backscatter wireless commu- nications and sensing in green Internet of Things,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.457201Z

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.

Observation 8fbabc65-f793-4d1d-8161-cbd5f769244e · outbound

This paper cites Energy-efficient UA V backscatter communication with joint trajectory design and resource optimization,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Energy-efficient UA V backscatter communication with joint trajectory design and resource optimization,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.443882Z

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.

Observation db330c7c-4f76-46e2-bc17-d17461c2b212 · outbound

This paper cites Drone interrogation (and its low-cost alternative) in backscatter environmental sensor networks,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Drone interrogation (and its low-cost alternative) in backscatter environmental sensor networks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.431722Z

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.

Observation b849dbcf-d22f-49c4-84cc-295c80825bc2 · outbound

This paper cites Joint distributed beamforming and backscattering for UA V-assisted wpsns,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Joint distributed beamforming and backscattering for UA V-assisted wpsns,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.419781Z

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.

Observation 900ed58a-0276-4994-b0b2-b8ae096eb94f · outbound

This paper cites Energy-efficient covert communications for UA V-assisted backscatter systems,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Energy-efficient covert communications for UA V-assisted backscatter systems,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.408474Z

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.

Observation 48f9080d-4f7d-4d96-a7b1-d17b8451affe · outbound

This paper cites Hierarchical deep reinforcement learning for backscattering data collection with multiple UA Vs,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Hierarchical deep reinforcement learning for backscattering data collection with multiple UA Vs,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.396705Z

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.

Observation 1502ebf2-5626-4e2c-855f-02cd2739c0ac · outbound

This paper cites Joint optimization on trajectory, altitude, velocity, and link scheduling for minimum mission time in UA V-aided data collection,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Joint optimization on trajectory, altitude, velocity, and link scheduling for minimum mission time in UA V-aided data collection,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T15:46:44.143548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b828f2-08a9-402f-8f64-6ed68ce8bba2 · outbound

This paper cites Movable antennas for wireless commu- nication: Opportunities and challenges,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Movable antennas for wireless commu- nication: Opportunities and challenges,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T15:46:44.148956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af281bd9-fdf0-4a53-82f1-f7543a77cef5 · outbound

This paper cites UA V-mounted movable an- tenna: Joint optimization of UA V placement and antenna configuration,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach UA V-mounted movable an- tenna: Joint optimization of UA V placement and antenna configuration,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T15:46:44.153293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d93990b4-228f-4b78-ad79-c15a4e26378c · outbound

This paper cites Modeling and performance analysis for movable antenna enabled wireless communications,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Modeling and performance analysis for movable antenna enabled wireless communications,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T15:46:44.157714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e3bebbc-3e05-4d78-9424-cbde90a1536a · outbound

This paper cites Towards autonomous multi-UA V wireless network: A survey of reinforcement learning-based approaches,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Towards autonomous multi-UA V wireless network: A survey of reinforcement learning-based approaches,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.363648Z

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.

Observation a8499542-ef16-4bfb-b576-c934daa5f023 · outbound

This paper cites AoI-energy-aware uav- assisted data collection for IoT networks: A deep reinforcement learning method,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach AoI-energy-aware uav- assisted data collection for IoT networks: A deep reinforcement learning method,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.350525Z

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.

Observation 4dfca0cd-b960-4d38-a713-7e6a00c92ebc · outbound

This paper cites Complete link budgets for backscatter- radio and RFID systems,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Complete link budgets for backscatter- radio and RFID systems,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.335759Z

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.

Observation 3930aa61-1ac8-436d-beba-27f2612cea8a · outbound

This paper cites Optimal lap altitude for maximum coverage,.

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Optimal lap altitude for maximum coverage,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.319280Z

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.

Observation 193abc68-96b8-4673-bde6-e1b50c88e899 · outbound

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

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach Soft actor-critic: Off- policy maximum entropy deep reinforcement learning with a stochastic actor,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:46:44.305779Z

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.

Pith citing papers

Observation 67c01b40-c2e8-459c-91a5-1ddcf345bee0 · inbound

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning cites this paper.

Transformer based Collaborative Reinforcement Learning for Fluid Antenna System (FAS)-enabled 3D UAV Positioning Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T18:15:15.426618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6308127d-943d-4f63-8312-ed2d8e9963da · inbound

Movable-Antenna Empowered AAV-Enabled Data Collection over Low-Altitude Wireless Networks cites this paper.

Movable-Antenna Empowered AAV-Enabled Data Collection over Low-Altitude Wireless Networks Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:37:52.341449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b43a40f-a80d-4a6a-8175-394c256ad882 · inbound

Energy-Efficient Secure Communications via Joint Optimization of UAV Trajectory and Movable-Antenna Array Beamforming cites this paper.

Energy-Efficient Secure Communications via Joint Optimization of UAV Trajectory and Movable-Antenna Array Beamforming Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:48:34.212512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd0d6e65-bb38-42ba-b75d-80120e8ee5ee · inbound

An Efficient Model-Driven Groupwise Approach for Atlas Construction cites this paper.

An Efficient Model-Driven Groupwise Approach for Atlas Construction Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-05T20:15:26.973569Z

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.