Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:09:51.358782Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 4 inbound Pith citation observations for arXiv:2501.02787.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:09:51.358782Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:10:27.933674Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T12:38:15.569421Z
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 51380710-3a6a-42ed-b6a8-da956f1586b7 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Enabling urban mmwave communications with UAV-carried IRS via deep reinforcement learning,
Reference 1
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 82bb295c-0c20-4f75-91a9-06b7b71be794 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning On the road to 6G: Visions, requirements, key technologies, and testbeds,
Reference 2
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 c75610d7-fd7b-4f4b-b43f-852f27d17399 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Terahertz band communica- tion: An old problem revisited and research directions for the next decade,
Reference 3
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 98c2f986-798b-40e1-bc58-9c8941425df6 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Beamforming technologies for ultra-massive MIMO in terahertz communications,
Reference 4
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 cc23cdca-4940-40da-81cf-996f7f64af47 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning UAV swarm-enabled collaborative secure relay communications with time-domain colluding eaves- dropper,
Reference 5
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 adca8272-a30b-4431-9d86-18b0ec51efc2 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Seamless handover in LEO based non-terrestrial networks: Service continuity and optimization,
Reference 6
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 77b28c5f-a3ea-405b-bfdc-6ede84133994 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Dynamic networking for continuable transmission optimization in leo satellite networks,
Reference 7
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 3c401dc7-fb5d-409f-ac29-0f2fdc36ff60 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Intelligent reflecting surface- aided wireless communications: A tutorial,
Reference 8
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 15311dbc-6d5e-438e-8ca1-20181392a2a3 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Exploring sum rate maximization in UAV-based multi-IRS networks: IRS association, UAV altitude, and phase shift design,
Reference 9
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 1247bb88-f94c-4cb7-af84-3bb04af8d149 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning UAV-enabled secure communica- tions via collaborative beamforming with imperfect eavesdropper information,
Reference 11
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 e2a61d5e-ae5e-4e2f-95ce-dfe9dfced577 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Physics-based channel mod- eling for IRS-assisted mmwave communication systems,
Reference 12
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 4e03a1ca-286c-4138-a459-aeaa8867980a · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Channel estimation for IRS-assisted mmwave massive MIMO systems in mixed-ADC architecture,
Reference 13
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 469b7434-0e5f-4127-8e4b-6a69eccf8105 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Integrated scheduling of sensing, communication, and control for mmwave/THz communications in cellular connected UAV networks,
Reference 14
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 82e5f536-e37f-4e44-bc8a-7cbe633eafcf · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning A non-stationary multi-UAV cooperative channel model for 6G massive MIMO mmwave com- munications,
Reference 15
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 af694eed-d715-4749-99e9-c58c138c7ea3 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Spectrum and energy efficiency op- timization in IRS-assisted UAV networks,
Reference 16
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 b5e7ef74-a044-40d1-9c97-c98da1ff96f8 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Aerial intelligent reflecting surface: Joint placement and passive beamforming design with 3D beam flattening,
Reference 17
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 bfffb41c-65e3-47bc-9258-55498255f58b · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Secure transmission design for aerial IRS assisted wireless networks,
Reference 18
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 02765eae-4ece-4e43-8730-98e476d78205 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning AoI and data rate optimization in aerial IRS-assisted IoT networks,
Reference 19
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 d9ee53b3-e8e3-46af-a96c-daecb20e7336 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Sum-rate maximization for IRS- assisted UAV OFDMA communication systems,
Reference 20
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 27e9e6b0-f063-4def-8f53-28cbce63ed4e · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning IRS-assisted secure UAV trans- mission via joint trajectory and beamforming design,
Reference 21
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 da6a50a7-1f3f-4867-8995-858143d861fd · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning UAV-powered multi-user intelligent reflecting surface backscatter communication,
Reference 22
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 82f8f0b2-ab39-40db-9a15-de3f13e575be · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Offline-online design for energy- efficient IRS-aided UAV communications,
Reference 23
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 9fec42a0-1f43-4fea-b110-a61189a732d2 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning IRS-assisted cognitive UAV networks: Joint sensing duration, passive beamforming, and 3-D location optimization,
Reference 24
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 1ad9ad80-ca27-4283-a21f-44fd96d7758d · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning A stackelberg game approach for IRS-aided WPCN multicast systems,
Reference 25
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 70e25745-6126-4087-b447-32a3b429c417 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Evolutionary multi-objective rein- forcement learning based trajectory control and task offloading in UAV-assisted mobile edge computing,
Reference 26
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 45c88c67-2be3-4c3f-86b9-340609ddb475 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Joint trajectory and passive beamforming design for intelligent reflecting surface-aided UAV communications: A deep reinforcement learning approach,
Reference 27
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 956255aa-ece6-4ef2-9b42-beba5fdf9327 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Reconfigurable intelligent surface assisted multiuser MISO systems exploiting deep reinforcement learning,
Reference 28
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 d4ed9b32-4f44-4eeb-8bce-b0ad3d6b8d69 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning RIS-aided ground-aerial NOMA communications: A distributionally robust DRL approach,
Reference 29
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 2a8e6e55-3daa-4c83-859f-0a195f96dbc2 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Proximal policy optimization- based transmit beamforming and phase-shift design in an IRS- aided ISAC system for the THz band,
Reference 30
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 1170bca7-3755-4905-bd52-279320191325 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Trajectory and communication design for cache- enabled UAVs in cellular networks: A deep reinforcement learning approach,
Reference 31
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 d7e681b3-8b85-4424-b9f8-09fae9bf43e7 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Millimeter wave com- munications with reconfigurable intelligent surfaces: Performance analysis and optimization,
Reference 32
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 36d136f5-a16c-4a95-a474-2cb4df288304 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Reconfigurable intelligent surface enabled interference nulling and signal power maximiza- tion in mmWave bands,
Reference 33
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 e3e6f01d-05ca-4e5f-9066-9a4726d2fc21 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Double-IRS assisted multi-user MIMO: Cooperative passive beamforming design,
Reference 34
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 5ebce379-33b6-4bd6-be44-7de0b3e76534 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Learning to reflect and to beamform for intelligent reflecting surface with implicit channel estimation,
Reference 35
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 7f8e7c77-57be-4939-8eb0-a335b89906b0 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Secure transmission design for aerial IRS assisted wireless net- works,
Reference 36
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 927b1174-95df-4250-953b-c2ffc1a03fdd · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning A quantitative mea- sure of fairness and discrimination,
Reference 37
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 b2b60f59-36b7-4dcd-8d91-84720c01dd1e · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Service continuity based data delivery optimization in satellite-terrestrial networks,
Reference 38
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 99f2ffa4-fab8-4e0c-8ee5-2f892eda7a0e · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Multi-objective opti- mization for UAV swarm-assisted IoT with virtual antenna arrays,
Reference 39
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 d140ffcb-2a8e-4efa-a017-d7003cd6b2a0 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Hpfl-cn: Communication-efficient hierarchical personalized federated edge learning via complex network feature clustering,
Reference 40
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 daeb179e-ad85-4874-8cef-5cf123e38dde · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Proximal Policy Optimization Algorithms
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38462cfc-7f4d-46b9-8f86-1cb7f831ba38 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Neural episodic control with state abstraction,
Reference 42
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 e1f1e92d-dfcb-44ff-940f-f5730c1a4592 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Mogrifier LSTM,
Reference 43
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 20ecbc7f-147b-4e68-911b-a4c35afc2685 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Inte- grated localization and communication for IRS-assisted multi-user mmwave MIMO systems,
Reference 44
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 3e056057-fbda-4c93-97fc-5a73a3217521 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Joint beam training and positioning for intelligent reflecting surfaces assisted millimeter wave communi- 15 cations,
Reference 45
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 78aec448-4e13-4779-bac6-0b7ea0932297 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning IRS-enabled monostatic backscat- ter MIMO communication design for V2I networks,
Reference 46
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 ec06df81-9239-4fba-baed-79f7db893019 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Continuous control with deep reinforcement learning,
Reference 47
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 18821a4c-72df-416b-8450-05ff6bf1e580 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Addressing function ap- proximation error in actor-critic methods,
Reference 48
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 747b5d86-db64-4bf9-a38b-9efd8aa9c981 · outbound
Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor,
Reference 49
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 a58aaee9-41c3-4df9-b922-b537c60b951f · inbound
Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-agent Reinforcement Learning Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ced74150-5387-4143-833f-336551a83efd · inbound
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
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 7bd5191a-b829-4726-9d03-da2106c546e6 · inbound
Collaborative Charging Optimization for Wireless Rechargeable Sensor Networks via Heterogeneous Mobile Chargers Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41df8000-1b3d-41b7-afb6-365312201d0c · inbound
Toward Intelligent Skies: Signal Processing and AI Foundations of Low-Altitude Wireless Networks Joint Optimization of UAV-Carried IRS for Urban Low Altitude mmWave Communications with Deep Reinforcement Learning
Reference 129
Source-reported events for the cited work
Unavailable: canonical work link unavailable.