Paper Citation Record · LEDGER

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach

As of 23 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2501.11921.

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

pith.paper-citation-record.v1
2501.11921 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:48:59.563809Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

31 of 31 outbound references displayed

verified exact1
verified fuzzy27
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ff5a7488-904e-43b3-8507-00f7de10692d · outbound

This paper cites Beyond transmitting bits: Context, seman- tics, and task-oriented communications,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Beyond transmitting bits: Context, seman- tics, and task-oriented communications,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.332433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4560a768-1135-4896-8e3c-98a98fcc6869 · outbound

This paper cites Age of incorrect information in semantic communications for NOMA aided XR applications,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Age of incorrect information in semantic communications for NOMA aided XR applications,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.313071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ec8f8ab7-4b13-47c9-807f-28bc8abdd717 · outbound

This paper cites Goal-oriented semantic commu- nications for avatar-centric augmented reality,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Goal-oriented semantic commu- nications for avatar-centric augmented reality,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.294861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c7ade5ec-c95a-4214-bfab-8572b518278f · outbound

This paper cites Optimal downlink- uplink scheduling of wireless networked control for industrial IoT,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Optimal downlink- uplink scheduling of wireless networked control for industrial IoT,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.275586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6574582f-c090-48f2-a4d9-3ff1c00ad263 · outbound

This paper cites AoI-centric task scheduling for autonomous driving systems,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach AoI-centric task scheduling for autonomous driving systems,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.256131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation dc2e64de-48b2-4e18-ab64-130d9e36123a · outbound

This paper cites Towards goal-oriented semantic communications: New metrics, open challenges, and future research directions,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Towards goal-oriented semantic communications: New metrics, open challenges, and future research directions,

Reference 6

Resolution: verified exact; doi, observed 2026-08-10T17:48:59.704977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 64ef5acd-fa5e-4dee-9a5d-c8121033d6ea · outbound

This paper cites Status updates through queues,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Status updates through queues,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.231957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d5b90e09-666a-4da3-890f-6cbcb1025621 · outbound

This paper cites Goal- oriented transmission scheduling for energy-efficient wireless networked control in SAGIN: An AoI-thresholding mechanism,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Goal- oriented transmission scheduling for energy-efficient wireless networked control in SAGIN: An AoI-thresholding mechanism,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.210858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c749e909-cbfe-466a-8857-6d84931c87b8 · outbound

This paper cites Value of information analysis in feedback control,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Value of information analysis in feedback control,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.188565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ada9f35d-3b8a-4f62-9375-997236f49546 · outbound

This paper cites Optimal scheduling of multiple sensors over shared channels with packet transmission constraint,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Optimal scheduling of multiple sensors over shared channels with packet transmission constraint,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.149031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 14ef69d0-fdfa-4d65-9a1c-45f500bdc6e7 · outbound

This paper cites Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.128764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1c2f8fef-9ca2-4157-94d0-41fc06b4cbe1 · outbound

This paper cites Goal-oriented scheduling in sensor networks with appli- cation timing awareness,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Goal-oriented scheduling in sensor networks with appli- cation timing awareness,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.110343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fa777451-1958-440b-b3a2-bb31d614ef1d · outbound

This paper cites AoI-aware joint scheduling and power allocation in intelligent transportation system: A deep reinforce- ment learning approach,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach AoI-aware joint scheduling and power allocation in intelligent transportation system: A deep reinforce- ment learning approach,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.090579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a320d09-73d7-483d-8e48-930057218bc4 · outbound

This paper cites Scheduling for minimizing the age of information in multisensor multiserver industrial internet of things systems,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Scheduling for minimizing the age of information in multisensor multiserver industrial internet of things systems,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.072919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d5c2a70a-6b23-40c1-8d07-1e714f0ce37e · outbound

This paper cites Age-based scheduling for mobile edge computing: A deep reinforcement learning approach,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Age-based scheduling for mobile edge computing: A deep reinforcement learning approach,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.054013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 38b98f7a-aef2-41b6-b533-137a0b8b6613 · outbound

This paper cites Aoi-aware joint spectrum and power allocation for internet of vehicles: A trust region policy optimization-based approach,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Aoi-aware joint spectrum and power allocation for internet of vehicles: A trust region policy optimization-based approach,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:49:00.019405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 33c192a1-df00-4b5b-996b-23c180ee582e · outbound

This paper cites DRL-based resource allocation in remote state estimation,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach DRL-based resource allocation in remote state estimation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.991509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation de6d5920-49bd-498f-82bf-50a7d5f4b770 · outbound

This paper cites Bias in natural actor-critic algorithms,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Bias in natural actor-critic algorithms,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.973054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ce8e7dad-6ae7-4b05-a141-33aa7950f08f · outbound

This paper cites Learning optimal scheduling policy for remote state estimation under uncertain channel condition,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Learning optimal scheduling policy for remote state estimation under uncertain channel condition,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.953140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a8e421ba-1585-48ec-99a8-9918528fab60 · outbound

This paper cites Optimal scheduling of multiple sensors over lossy and bandwidth limited channels,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Optimal scheduling of multiple sensors over lossy and bandwidth limited channels,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.934492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b453c6f5-8309-4c61-93dd-8b4669270a65 · outbound

This paper cites Structure-enhanced drl for optimal transmission scheduling,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Structure-enhanced drl for optimal transmission scheduling,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.910426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f4ae91ce-0f89-4983-b3fe-3b66b8d2ed12 · outbound

This paper cites Semantic-aware transmission scheduling: A monotonicity-driven deep reinforcement learning approach,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Semantic-aware transmission scheduling: A monotonicity-driven deep reinforcement learning approach,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.888574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5331c549-04bf-4a8e-a64d-5296db6470d6 · outbound

This paper cites Channel estimation techniques based on pilot arrangement in OFDM systems,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Channel estimation techniques based on pilot arrangement in OFDM systems,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.866438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 417c402c-09b5-4a0c-85f9-0ae264756803 · outbound

This paper cites Remote state estimation with smart sensors over Markov fading channels,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Remote state estimation with smart sensors over Markov fading channels,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.845315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation eb768b05-80bb-4604-b4be-a6fcdef84578 · outbound

This paper cites Age-of-Information oriented scheduling for multichannel IoT systems with correlated sources,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Age-of-Information oriented scheduling for multichannel IoT systems with correlated sources,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.824909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d2441e8a-1b78-4381-99ca-75857582f6aa · outbound

This paper cites Stability conditions for remote state estimation of multiple systems over multiple markov fading channels,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Stability conditions for remote state estimation of multiple systems over multiple markov fading channels,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.803924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 27db5caf-54e1-4c20-8a45-fef9f1b4beaa · outbound

This paper cites an unresolved cited work.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T17:48:59.539488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6720a214-e9d7-4f2c-91dc-8a1128abde5c · outbound

This paper cites Continuous control with deep reinforcement learning.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Continuous control with deep reinforcement learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T17:48:59.546883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3beb5c2d-3c08-4da0-8a42-8586175c9aec · outbound

This paper cites Deep reinforcement learning for online computation offloading in wireless powered mobile-edge computing networks,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Deep reinforcement learning for online computation offloading in wireless powered mobile-edge computing networks,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.765998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation eed7df7c-b8da-496f-a05c-b4eb1e4cfe74 · outbound

This paper cites Scheduling two gauss–markov systems: An optimal solution for remote state estimation under bandwidth constraint,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Scheduling two gauss–markov systems: An optimal solution for remote state estimation under bandwidth constraint,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:48:59.742230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8a8177eb-bf7b-4c7f-acf9-75e507d3858c · outbound

This paper cites Markov decision processes,.

Goal-oriented Transmission Scheduling: Structure-guided DRL with a Unified Dual On-policy and Off-policy Approach Markov decision processes,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T17:48:59.563809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.