Paper Citation Record · LEDGER

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links

As of 17 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 3 inbound Pith citation observations for arXiv:2505.11978.

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

pith.paper-citation-record.v1
2505.11978 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:49:03.541674Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:02:12.319755Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T04:50:33.012669Z

Reference resolution

47 of 47 outbound references displayed

verified exact0
verified fuzzy37
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cc4c93e1-2fec-42b1-9367-06020771a117 · outbound

This paper cites Sustainable UA V mobility support in integrated terrestrial and non-terrestrial networks,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Sustainable UA V mobility support in integrated terrestrial and non-terrestrial networks,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.493710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3f782940-e45c-43a6-a75a-c2e894107010 · outbound

This paper cites Modeling and anal- ysis of non-terrestrial networks by spherical stochastic geometry: A survey,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Modeling and anal- ysis of non-terrestrial networks by spherical stochastic geometry: A survey,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.342516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c94feb4f-0e70-43b0-9d12-9d669da3b5cb · outbound

This paper cites Modeling and analysis of downlink communications in a heterogeneous LEO satellite network,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Modeling and analysis of downlink communications in a heterogeneous LEO satellite network,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.480556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f035696d-d476-464d-ac34-ccdb2d87dad3 · outbound

This paper cites RIS-empowered LEO satellite networks for 6G: Promising usage scenarios and future directions,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links RIS-empowered LEO satellite networks for 6G: Promising usage scenarios and future directions,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.466658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 576177d5-533c-4f36-ab50-e76912a8111d · outbound

This paper cites Communication-efficient federated learning for LEO constellations integrated with HAPs using hybrid NOMA-OFDM,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Communication-efficient federated learning for LEO constellations integrated with HAPs using hybrid NOMA-OFDM,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.453189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1edfc13f-5cdf-4763-a32c-fcc7f7dc1e01 · outbound

This paper cites Performance analysis of mixed FSO/RF system for satellite-terrestrial relay network,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Performance analysis of mixed FSO/RF system for satellite-terrestrial relay network,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.439810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 004527d3-b147-4459-bb39-2423b1dffd2c · outbound

This paper cites Space-air-ground FSO networks for high-throughput satellite communications,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Space-air-ground FSO networks for high-throughput satellite communications,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.426616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ac00a2f1-49c6-4ba1-b6ac-6ba1d4fceb90 · outbound

This paper cites Accelerating handover in mobile satellite network,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Accelerating handover in mobile satellite network,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.412889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a93f8629-da33-4410-b867-3b1941ed4858 · outbound

This paper cites Enhancing robust- ness in hybrid FSO/RF systems: A feedback-free approach leveraging deep learning for real-time power allocation,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Enhancing robust- ness in hybrid FSO/RF systems: A feedback-free approach leveraging deep learning for real-time power allocation,

Reference 9

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T20:49:03.885838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f8eea988-0c05-4ffe-b188-7e5ba9629753 · outbound

This paper cites Free space optical semantic communication for satellite remote sens- ing image transmission,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Free space optical semantic communication for satellite remote sens- ing image transmission,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.380131Z

Source-reported events for the cited work

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Observation fd3ca475-6e5c-4164-b046-d6580e47d60f · outbound

This paper cites Multi-layer airborne FSO systems: Per- formance analysis and optimization,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Multi-layer airborne FSO systems: Per- formance analysis and optimization,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.399224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 98e9bf95-c172-4da7-a012-a1f9bf9aab3a · outbound

This paper cites Blind reconciliation with protograph LDPC code extension for FSO- based satellite QKD systems,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Blind reconciliation with protograph LDPC code extension for FSO- based satellite QKD systems,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.385852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation baa92c8e-641c-4482-9fc2-a6038a4764a9 · outbound

This paper cites FSO-based space-air-ground integrated vehicular networks: Cooperative HARQ with rate adaptation,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links FSO-based space-air-ground integrated vehicular networks: Cooperative HARQ with rate adaptation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.372133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 52a455da-0f01-42e7-8c9d-26f957feb815 · outbound

This paper cites On the design of FSO-based satellite systems using incremental redundancy hybrid ARQ protocols with rate adaptation,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links On the design of FSO-based satellite systems using incremental redundancy hybrid ARQ protocols with rate adaptation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.358105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 66a139c8-a13a-46f5-bfc7-6185eaf081ae · outbound

This paper cites Deep reinforcement learning-based energy efficiency optimization for ris- aided integrated satellite-aerial-terrestrial relay networks,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Deep reinforcement learning-based energy efficiency optimization for ris- aided integrated satellite-aerial-terrestrial relay networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.344616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cf287783-798e-426d-a24f-328c7102f2b5 · outbound

This paper cites Hybrid SAG-FSO/SH- FSO/RF transmission for next-generation satellite communication sys- tems,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Hybrid SAG-FSO/SH- FSO/RF transmission for next-generation satellite communication sys- tems,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.329920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 62d3f28b-1383-42f4-8bae-951b86d2f632 · outbound

This paper cites Adaptive-combining-based hybrid FSO/RF satellite com- munication with and without HAPS,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Adaptive-combining-based hybrid FSO/RF satellite com- munication with and without HAPS,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.316337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 428a6f56-f629-41b4-ab18-f6adf1adb2ca · outbound

This paper cites Uplink massive access in mixed RF/FSO satellite-aerial-terrestrial networks,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Uplink massive access in mixed RF/FSO satellite-aerial-terrestrial networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.302254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bde9d87c-90e0-4fec-bd06-3e9d1dadef12 · outbound

This paper cites On secure uplink transmission in hybrid RF-FSO cooperative satellite-aerial-terrestrial networks,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links On secure uplink transmission in hybrid RF-FSO cooperative satellite-aerial-terrestrial networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.288256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 83431741-5429-4840-a628-4dd5130ea0b4 · outbound

This paper cites RIS assisted UA V for weather-dependent satellite terrestrial integrated network with hybrid FSO/RF systems,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links RIS assisted UA V for weather-dependent satellite terrestrial integrated network with hybrid FSO/RF systems,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.274611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a30b2278-1c07-40ee-bcf8-2eb0f6d6f8c9 · outbound

This paper cites Physical layer se- curity of HAPS-based space–air–ground-integrated network with hybrid FSO/RF communication,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Physical layer se- curity of HAPS-based space–air–ground-integrated network with hybrid FSO/RF communication,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.260808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0bfe25b6-e0ec-463a-8976-322ac5c6c4d0 · outbound

This paper cites On the design of RIS–UA V relay-assisted hybrid FSO/RF satellite–aerial–ground integrated net- work,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links On the design of RIS–UA V relay-assisted hybrid FSO/RF satellite–aerial–ground integrated net- work,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.246509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c5855724-3787-4e01-8318-381fffee8adf · outbound

This paper cites Reliable terabits feeder link for very high-throughput satellite systems with SAG-FSO transmission,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Reliable terabits feeder link for very high-throughput satellite systems with SAG-FSO transmission,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.232120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ec386949-a38d-410e-9b39-4b65926c362e · outbound

This paper cites Integrating LEO satellites and multi-UA V reinforcement learning for hybrid FSO/RF non-terrestrial networks,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Integrating LEO satellites and multi-UA V reinforcement learning for hybrid FSO/RF non-terrestrial networks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.218102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fbf6b0b4-3849-4a4c-9a8d-c05d6824f121 · outbound

This paper cites Parallel FSO-RF transmissions for high-throughput remote access with satellite commu- nications,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Parallel FSO-RF transmissions for high-throughput remote access with satellite commu- nications,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.204847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2bc50304-5104-4a7c-9c57-cd57973182e8 · outbound

This paper cites Effect of correlated turbulence on integrated SAG-FSO/SH-FSO/RF transmission for satellite communications,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Effect of correlated turbulence on integrated SAG-FSO/SH-FSO/RF transmission for satellite communications,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.190412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e50d2dc5-1134-4eee-a81d-69e0526790a0 · outbound

This paper cites Anticipating optical availability in hybrid RF/FSO links using RF beacons and deep learning,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Anticipating optical availability in hybrid RF/FSO links using RF beacons and deep learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.175924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1cc01dd5-4dda-4631-bc2a-44a68d6bca16 · outbound

This paper cites Latency versus reliability in LEO mega-constellations: Terrestrial, aerial, or space relay?.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Latency versus reliability in LEO mega-constellations: Terrestrial, aerial, or space relay?

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.160044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d0b73398-68ff-4ef8-947d-fddf9a5f86fd · outbound

This paper cites Satellite orbits: Models, methods, and applications,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Satellite orbits: Models, methods, and applications,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.145627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 05df97ba-834e-4762-8368-564eb7027b23 · outbound

This paper cites Ultra-dense LEO satellite constellations: How many LEO satellites do we need?.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Ultra-dense LEO satellite constellations: How many LEO satellites do we need?

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.131227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 19d638e6-3c4f-483c-be04-96ce190cdb61 · outbound

This paper cites Combined control of coverage area and HAPS deployment in hy- brid FSO/RF SAGIN,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Combined control of coverage area and HAPS deployment in hy- brid FSO/RF SAGIN,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.472251Z

Source-reported events for the cited work

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Observation 0692fc9e-9910-4334-896a-25c123fa7a5a · outbound

This paper cites Aerial reliable collaborative communications for terrestrial mobile users via evolutionary multi-objective deep reinforcement learning,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Aerial reliable collaborative communications for terrestrial mobile users via evolutionary multi-objective deep reinforcement learning,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.476668Z

Source-reported events for the cited work

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Observation 99436942-4013-4200-a306-8462c285c729 · outbound

This paper cites Covert communi- cations in STAR-RIS assisted NOMA IoT networks over nakagami-m fading channels,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Covert communi- cations in STAR-RIS assisted NOMA IoT networks over nakagami-m fading channels,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.117311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fa162110-9bcd-446b-833e-56d16aa43579 · outbound

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

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Collaborative ground-space communications via evolutionary multi-objective deep reinforcement learning,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.102349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4052754a-6630-450c-96ea-445c91abb675 · outbound

This paper cites Multi- objective aerial collaborative secure communication optimization via generative diffusion model-enabled deep reinforcement learning,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Multi- objective aerial collaborative secure communication optimization via generative diffusion model-enabled deep reinforcement learning,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.489748Z

Source-reported events for the cited work

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Observation c3d2c9fe-3068-4e66-9a29-8fc9e673e166 · outbound

This paper cites Quantum-enhanced DRL optimization for DoA estimation and task offloading in ISAC systems,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Quantum-enhanced DRL optimization for DoA estimation and task offloading in ISAC systems,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.079444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 03cc8a7b-81bb-4666-b2cd-b0f0592f99e3 · outbound

This paper cites Controlling overestimation bias with truncated mixture of continuous distributional quantile critics,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Controlling overestimation bias with truncated mixture of continuous distributional quantile critics,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.498302Z

Source-reported events for the cited work

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Observation 8db77bae-921b-4fd9-b1a2-fc08a0a30c4a · outbound

This paper cites Soft Actor-Critic Algorithms and Applications.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Soft Actor-Critic Algorithms and Applications

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.502678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb4a4c72-d27b-4644-b90c-cf3c98bab862 · outbound

This paper cites Truncated quantile critics algorithm for cryptocurrency portfolio optimization,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Truncated quantile critics algorithm for cryptocurrency portfolio optimization,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.054461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0c81467e-597c-4823-b720-3cab43111122 · outbound

This paper cites A closer look at invalid action masking in policy gradient algorithms,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links A closer look at invalid action masking in policy gradient algorithms,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.040331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9ec7796c-fbb6-458a-8577-f6e5d1955a6a · outbound

This paper cites Meta-reinforcement learning in non-stationary and dynamic environments,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Meta-reinforcement learning in non-stationary and dynamic environments,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.025986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fcf4e632-ca38-43a4-bbbd-00754edcf487 · outbound

This paper cites Large language models empower multimodal integrated sensing and communication,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Large language models empower multimodal integrated sensing and communication,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:04.011735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e316bd1c-f9a0-4151-8a77-b7ebc44006fd · outbound

This paper cites Large language models for networking: Applications, enabling techniques, and challenges,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Large language models for networking: Applications, enabling techniques, and challenges,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:03.997018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 92d7de87-c976-402b-871f-e1d95d8bf535 · outbound

This paper cites Downlink coverage and rate analysis of low earth orbit satellite con- stellations using stochastic geometry,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Downlink coverage and rate analysis of low earth orbit satellite con- stellations using stochastic geometry,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.528475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01c693e7-de4b-40a6-b0d8-a50053e6630a · outbound

This paper cites Twin-delayed DDPG: A deep reinforcement learning technique to model a continuous movement of an intelligent robot agent,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Twin-delayed DDPG: A deep reinforcement learning technique to model a continuous movement of an intelligent robot agent,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:03.974551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8f6e89e6-3b88-4a8f-8100-cbb0fa0570bd · outbound

This paper cites Proximal Policy Optimization Algorithms.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links Proximal Policy Optimization Algorithms

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T20:49:03.537152Z

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Observation 8cf5f768-fcff-46d0-8386-1485081fbe24 · outbound

This paper cites A theoretical analysis of deep Q-Learning,.

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links A theoretical analysis of deep Q-Learning,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:49:03.959039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 6566f442-9313-4bf1-8fc3-d4d60a8f9c59 · inbound

LLM-Aided Joint Secrecy Precoding and Trajectory for RSMA-Based Heterogeneous UAV Networks cites this paper.

LLM-Aided Joint Secrecy Precoding and Trajectory for RSMA-Based Heterogeneous UAV Networks LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:12.319755Z

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Observation 319887f7-1981-4d9e-b879-768e91d8c4ff · inbound

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions cites this paper.

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links

Reference 127

Resolution: unresolved; no resolver link, observed 2026-08-05T16:20:59.651740Z

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Observation fd1de64a-89d1-4886-bf00-4a13da939601 · inbound

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial cites this paper.

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links

Reference 227

Resolution: verified exact; local_arxiv, observed 2026-08-05T04:50:33.017687Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.