Paper Citation Record · LEDGER

Complementary RL: Towards Efficient Experience-Driven Agent Learning

As of 7 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 6 inbound Pith citation observations for arXiv:2603.17621.

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

pith.paper-citation-record.v1
2603.17621 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T23:04:43.228882Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T06:29:11.398007Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T07:56:47.808877Z

Reference resolution

40 of 40 outbound references displayed

verified exact0
verified fuzzy0
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0476527d-5df8-45ff-8deb-d1af4efdc615 · outbound

This paper cites Accessing from the sky: A tutorial on UA V communications for 5G and beyond,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Accessing from the sky: A tutorial on UA V communications for 5G and beyond,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff9a73ba-1ae8-4f0c-a545-e3c38b5c235c · outbound

This paper cites An overview of cellular ISAC for low-altitude UA V: New opportunities and challenges,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning An overview of cellular ISAC for low-altitude UA V: New opportunities and challenges,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79e7bf79-d378-44c0-81c4-10a8d5ef66b3 · outbound

This paper cites Integrated sensing and communication for low altitude economy: Opportunities and challenges,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Integrated sensing and communication for low altitude economy: Opportunities and challenges,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42bca669-0703-42ad-8e21-57482c581ecf · outbound

This paper cites UA V swarm-enabled collaborative post-disaster communications in low altitude economy via a two-stage optimization approach,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning UA V swarm-enabled collaborative post-disaster communications in low altitude economy via a two-stage optimization approach,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cb50671-24b1-4d3b-aacc-97619830c774 · outbound

This paper cites An UA V-enabled intelligent connected transportation system with 6G communications for internet of vehicles,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning An UA V-enabled intelligent connected transportation system with 6G communications for internet of vehicles,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e1ea674-7118-434d-9e0d-2ba642361151 · outbound

This paper cites Survey on unmanned aerial vehicle networks for civil applications: A communications viewpoint,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Survey on unmanned aerial vehicle networks for civil applications: A communications viewpoint,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 535d6dd4-95b1-4b7d-9b0d-485d76b226f3 · outbound

This paper cites Integrated sensing, communication, and over-the-air control of UA V swarm dynamics,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Integrated sensing, communication, and over-the-air control of UA V swarm dynamics,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 674e4763-262c-49c9-87a9-23278ceeb0f0 · outbound

This paper cites Survey on unmanned aerial vehicle networks: A cyber physical system perspective,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Survey on unmanned aerial vehicle networks: A cyber physical system perspective,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5cf2769-63c3-46d3-976b-6160d5a46413 · outbound

This paper cites Integrated super-resolution sensing and symbiotic communication with 3D sparse MIMO for low-altitude UA V swarm,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Integrated super-resolution sensing and symbiotic communication with 3D sparse MIMO for low-altitude UA V swarm,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e09b51c-12bd-4142-831e-c54fdab30a60 · outbound

This paper cites Performance, fairness, and tradeoff in UA V swarm underlaid mmwave cellular networks with directional antennas,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Performance, fairness, and tradeoff in UA V swarm underlaid mmwave cellular networks with directional antennas,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a41e62-dc52-44fc-8dbb-0dd869b82260 · outbound

This paper cites Integrated sensing and communi- cations: Toward dual-functional wireless networks for 6G and beyond,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Integrated sensing and communi- cations: Toward dual-functional wireless networks for 6G and beyond,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1263fb65-1bf9-459f-9d27-0bc09abec8aa · outbound

This paper cites A tutorial on MIMO-OFDM ISAC: From far-field to near-field,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning A tutorial on MIMO-OFDM ISAC: From far-field to near-field,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34224686-a7d6-487f-b293-468c505e2f82 · outbound

This paper cites Waveform design and performance analysis for full-duplex integrated sensing and communication,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Waveform design and performance analysis for full-duplex integrated sensing and communication,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5c64ff5-8bc6-40c4-9d1d-652c6c8987d6 · outbound

This paper cites An overview on integrated localization and communication towards 6G,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning An overview on integrated localization and communication towards 6G,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2e6c53b-4532-4603-8a10-484b2fbe2352 · outbound

This paper cites Unmanned aerial vehicles (UA Vs): A survey on civil applications and key research challenges,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Unmanned aerial vehicles (UA Vs): A survey on civil applications and key research challenges,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7a1913d-6e3a-49d6-b63c-60cb268dac37 · outbound

This paper cites ISAC-enabled multi-UA V cooperative perception and trajectory optimization,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning ISAC-enabled multi-UA V cooperative perception and trajectory optimization,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f7751b7-3a17-455d-b954-23f97fe53c81 · outbound

This paper cites Efficient UA V hovering, resource allocation, and trajectory design for isac with limited backhaul capacity,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Efficient UA V hovering, resource allocation, and trajectory design for isac with limited backhaul capacity,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33426c30-211a-47b4-b1c0-158ff2c93c84 · outbound

This paper cites UA V-enabled integrated sensing and communication: Opportunities and challenges,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning UA V-enabled integrated sensing and communication: Opportunities and challenges,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3883fff-5d93-4b6c-a278-f79189d01b3e · outbound

This paper cites ISAC-aided UA V swarms: From networked perception to capability evolution,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning ISAC-aided UA V swarms: From networked perception to capability evolution,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e32955e-0089-4adc-94e6-2daf034f05fd · outbound

This paper cites A survey on millimeter-wave beam- forming enabled UA V communications and networking,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning A survey on millimeter-wave beam- forming enabled UA V communications and networking,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfc90ef9-50f8-4053-98d7-9711b58d843b · outbound

This paper cites A tutorial on near-field XL-MIMO communications toward 6G,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning A tutorial on near-field XL-MIMO communications toward 6G,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8956c7e-0499-4cee-87df-979e594c08d5 · outbound

This paper cites Integrated localization and communication with sparse MIMO: Will virtual array technology also benefit wireless communication?.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Integrated localization and communication with sparse MIMO: Will virtual array technology also benefit wireless communication?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f8a01f6-18ae-4e4f-82f9-faab9dba89ae · outbound

This paper cites Ray antenna array achieves uniform angular resolution cost-effectively for low-altitude UA V swarm ISAC,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Ray antenna array achieves uniform angular resolution cost-effectively for low-altitude UA V swarm ISAC,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6604e12-dcd4-4549-92cb-46c118874d66 · outbound

This paper cites Analog beamforming in MIMO communications with phase shift networks and online channel estimation,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Analog beamforming in MIMO communications with phase shift networks and online channel estimation,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db68de5c-c6ef-4dca-b532-129fa89bbfaa · outbound

This paper cites Spatially sparse precoding in millimeter wave MIMO systems,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Spatially sparse precoding in millimeter wave MIMO systems,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caa6999e-cae2-4f85-9c87-b2fa49c341c8 · outbound

This paper cites Communication and localization with extremely large lens antenna array,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Communication and localization with extremely large lens antenna array,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f44792e1-6d96-40a0-acb7-3517f5202931 · outbound

This paper cites Millimeter wave MIMO with lens antenna array: A new path division multiplexing paradigm,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Millimeter wave MIMO with lens antenna array: A new path division multiplexing paradigm,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7db0716f-c441-4ff2-9b8b-61dee0f2bed6 · outbound

This paper cites A tutorial on fluid antenna system for 6G networks: Encompassing communication theory, optimization methods and hardware designs,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning A tutorial on fluid antenna system for 6G networks: Encompassing communication theory, optimization methods and hardware designs,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45ca135c-2e73-4784-bc5d-af0e03cb46be · outbound

This paper cites Fluid antenna systems,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Fluid antenna systems,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e9981c5-c795-48ee-948e-b5c7a285b673 · outbound

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

Complementary RL: Towards Efficient Experience-Driven Agent Learning Movable antennas for wireless commu- nication: Opportunities and challenges,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d8c1628-5d29-4145-9842-0186942c1202 · outbound

This paper cites A tutorial on six-dimensional mov- able antenna for 6G networks: Synergizing positionable and rotatable antennas,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning A tutorial on six-dimensional mov- able antenna for 6G networks: Synergizing positionable and rotatable antennas,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 427d980c-f4bf-4104-99fa-fb5ad77c9c7c · outbound

This paper cites Movable antenna for wireless communications: Prototyping and experimental results,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Movable antenna for wireless communications: Prototyping and experimental results,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba61de81-5572-401d-924e-63d034443d27 · outbound

This paper cites Pinching-antenna systems: Architecture designs, opportunities, and outlook,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Pinching-antenna systems: Architecture designs, opportunities, and outlook,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a544be3-3ffa-4016-a9db-6e5e08f263eb · outbound

This paper cites Pinching antennas: Principles, applications and challenges,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Pinching antennas: Principles, applications and challenges,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5acd262-0402-4dbc-91ce-9d894af895d5 · outbound

This paper cites Embracing reconfigurable antennas in the tri-hybrid mimo architecture for 6G and beyond,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Embracing reconfigurable antennas in the tri-hybrid mimo architecture for 6G and beyond,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45fe1bd6-81cd-4a46-bdf7-ce859a3b0c46 · outbound

This paper cites The tri-hybrid mimo architecture,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning The tri-hybrid mimo architecture,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b431373-2b27-4736-8601-87b7a6a167f2 · outbound

This paper cites Ray antenna array: A novel cost- effective multi-antenna architecture for enhanced wireless communica- tion,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Ray antenna array: A novel cost- effective multi-antenna architecture for enhanced wireless communica- tion,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72f25a5d-c78c-4bca-89a3-8119bf059fa5 · outbound

This paper cites A Novel Cost-Effective MIMO Architecture with Ray Antenna Array for Enhanced Wireless Communication Performance.

Complementary RL: Towards Efficient Experience-Driven Agent Learning A Novel Cost-Effective MIMO Architecture with Ray Antenna Array for Enhanced Wireless Communication Performance

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd8b0f49-88e2-40d2-a95f-2ce8b435209b · outbound

This paper cites Full-Angle Ray Antenna Array and Omnicell Wireless Communication System.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Full-Angle Ray Antenna Array and Omnicell Wireless Communication System

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 306a9f54-7c5f-43c2-a183-624e0ef5bdbc · outbound

This paper cites Cost-effective XL-MIMO communication with cylinder directly-connected antenna array,.

Complementary RL: Towards Efficient Experience-Driven Agent Learning Cost-effective XL-MIMO communication with cylinder directly-connected antenna array,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-13T23:04:43.228882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b6d18226-6221-4d49-af70-795890db1c78 · inbound

Motion-Aware Caching for Efficient Autoregressive Video Generation cites this paper.

Motion-Aware Caching for Efficient Autoregressive Video Generation Complementary RL: Towards Efficient Experience-Driven Agent Learning

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-06-30T02:15:38.360582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 24327c28-38e6-4e4d-87ea-d6fecf5bab19 · inbound

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning cites this paper.

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Complementary RL: Towards Efficient Experience-Driven Agent Learning

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T02:15:38.360582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 83a342be-bd99-4dc2-b963-6cbcc085f80f · inbound

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning cites this paper.

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Complementary RL: Towards Efficient Experience-Driven Agent Learning

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T02:15:38.360582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 69784370-e005-4e62-94e3-0b89477ffaa5 · inbound

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning cites this paper.

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Complementary RL: Towards Efficient Experience-Driven Agent Learning

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T02:15:38.360582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3fa9e34b-aa11-4f81-b7b1-dce4a6e937cd · inbound

Evolving-RL: End-to-End Optimization of Experience-Driven Self-Evolving Capability within Agents cites this paper.

Evolving-RL: End-to-End Optimization of Experience-Driven Self-Evolving Capability within Agents Complementary RL: Towards Efficient Experience-Driven Agent Learning

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-30T02:15:38.360582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation efa647b2-dc4c-4079-9923-acb4a6e38a0d · inbound

Rethinking Continual Experience Internalization for Self-Evolving LLM Agents cites this paper.

Rethinking Continual Experience Internalization for Self-Evolving LLM Agents Complementary RL: Towards Efficient Experience-Driven Agent Learning

Reference 22

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:56:47.810107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.