Paper Citation Record · LEDGER

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks

As of 23 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2505.05224.

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

pith.paper-citation-record.v1
2505.05224 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:14:18.845464Z

measured 23 of 23 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

23 of 23 outbound references displayed

verified exact0
verified fuzzy19
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc179fd3-b755-4a93-b10d-cedae32d9c8c · outbound

This paper cites Twelve scientific challenges for 6g: Rethink- ing the foundations of communications theory,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Twelve scientific challenges for 6g: Rethink- ing the foundations of communications theory,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.131736Z

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 1835678f-1785-4f10-8f5f-02e4f337b49e · outbound

This paper cites Ultrareliable and low-latency wireless communication: Tail, risk, and scale,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Ultrareliable and low-latency wireless communication: Tail, risk, and scale,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:18.760459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c89e4d5a-09f4-4beb-a7e7-4571f7f13b9f · outbound

This paper cites A survey on integrated sensing, communication, and computation,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks A survey on integrated sensing, communication, and computation,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.113305Z

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 95ff015e-d549-4f7a-bbb1-2548da2f946b · outbound

This paper cites Radio resource allocation for integrated sensing, communication, and computation networks,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Radio resource allocation for integrated sensing, communication, and computation networks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.101897Z

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 e5d878c0-8efe-4e28-801a-6599478976e7 · outbound

This paper cites Integrated sensing, computation, and com- munication: System framework and performance optimization,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Integrated sensing, computation, and com- munication: System framework and performance optimization,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.090021Z

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 8ae9598a-8b37-4615-a842-159d02da914c · outbound

This paper cites Integrated sensing, communication, and compu- tation over-the-air: Mimo beamforming design,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Integrated sensing, communication, and compu- tation over-the-air: Mimo beamforming design,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.078784Z

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 4154f107-5100-4473-84c5-0b316a2e8f0b · outbound

This paper cites Integrated sensing-communication- computation for over-the-air edge ai inference,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Integrated sensing-communication- computation for over-the-air edge ai inference,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.068678Z

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 06d8bde7-042e-49f6-af08-975b9fee2005 · outbound

This paper cites Mean field game-based waveform precoding design for mobile crowd integrated sensing, communication, and compu- tation systems,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Mean field game-based waveform precoding design for mobile crowd integrated sensing, communication, and compu- tation systems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.056448Z

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 1802b91b-988f-403b-a166-d455130cb882 · outbound

This paper cites Joint sensing, communication, and computation resource allocation for cooperative perception in fog-based vehicular networks,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Joint sensing, communication, and computation resource allocation for cooperative perception in fog-based vehicular networks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.044728Z

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 075b6bc5-2d34-41a6-9b88-922ded21f67e · outbound

This paper cites Deep reinforcement learning-based resource allocation for integrated sensing, communication, and computation in vehicular network,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Deep reinforcement learning-based resource allocation for integrated sensing, communication, and computation in vehicular network,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.032572Z

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 2fc3f3b6-f625-4895-aba7-89b3b13cdd62 · outbound

This paper cites GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:18.797792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 638200ba-2fa9-4e32-820e-bd758e462f70 · outbound

This paper cites Active learning: A survey,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Active learning: A survey,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.020349Z

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 677710cb-4d56-4cd7-86bb-deebfa27613e · outbound

This paper cites Bayesian optimization for radio resource management: Open loop power control,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Bayesian optimization for radio resource management: Open loop power control,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:19.008711Z

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 5cec2763-5ee9-417c-b141-58fd7d7268c0 · outbound

This paper cites Flow network based generative models for non-iterative diverse candidate generation,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Flow network based generative models for non-iterative diverse candidate generation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:18.995935Z

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 bc75d1b2-f62f-478b-9098-a317a48309fc · outbound

This paper cites Biological sequence design with gflownets,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Biological sequence design with gflownets,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:18.983509Z

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 8dbc9acb-adf9-49bf-9f19-303dfa551d4d · outbound

This paper cites Multi-fidelity active learning with gflownets,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Multi-fidelity active learning with gflownets,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:18.971266Z

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 3d9a48e8-8a9a-4454-a6aa-80e03cedafe3 · outbound

This paper cites Gflownet foundations,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Gflownet foundations,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:18.958404Z

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 b3ec0593-5765-4e17-9803-78f07eda222f · outbound

This paper cites Trajectory balance: Improved credit assign- ment in gflownets,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Trajectory balance: Improved credit assign- ment in gflownets,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:18.946712Z

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 edcede46-1356-4868-9ab3-0783ebb4d70b · outbound

This paper cites From theories to queries: Active learning in practice,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks From theories to queries: Active learning in practice,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:18.933835Z

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 d2e1cf1a-0a03-4399-b565-6199a1fe51ac · outbound

This paper cites an unresolved cited work.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:18.833341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c3ce1b2-10ba-4e3a-a816-f5d6d1c29353 · outbound

This paper cites Adaptive ofdm integrated radar and com- munications waveform design based on information theory,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Adaptive ofdm integrated radar and com- munications waveform design based on information theory,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:18.914850Z

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 9d42acc2-c1e2-4557-9d0e-16da2c20eb2d · outbound

This paper cites Stochastic variational deep kernel learning,.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Stochastic variational deep kernel learning,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:14:18.901275Z

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 29c1aeba-41f4-47aa-bd95-159218b7c7d6 · outbound

This paper cites Proximal Policy Optimization Algorithms.

GFlowNets for Active Learning Based Resource Allocation in Next Generation Wireless Networks Proximal Policy Optimization Algorithms

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T23:14:18.845464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.