Paper Citation Record · LEDGER

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations

As of 8 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 0 inbound Pith citation observations for arXiv:2506.05241.

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

pith.paper-citation-record.v1
2506.05241 v1

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:29:43.059643Z

measured 11 of 11 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 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

11 of 11 outbound references displayed

verified exact0
verified fuzzy8
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 83b9ecb3-836f-4af4-ba52-e863bcac3849 · outbound

This paper cites An iteratively weighted mmse approach to distributed sum-utility maximization for a mimo interfering broadcast channel,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations An iteratively weighted mmse approach to distributed sum-utility maximization for a mimo interfering broadcast channel,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:29:43.625981Z

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 b949d900-94ee-4898-aece-dc1bada4405d · outbound

This paper cites User association for load balancing in heterogeneous cellular networks,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations User association for load balancing in heterogeneous cellular networks,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:29:43.594968Z

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 21e9c811-0f39-40c0-af36-b07bf7e124c5 · outbound

This paper cites Relational inductive biases, deep learning, and graph networks.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Relational inductive biases, deep learning, and graph networks

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:42.514140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25199d44-03e4-48b5-bc07-b96be955245c · outbound

This paper cites Gnn-aided user association and beam selection for mmwave integrated heterogeneous networks,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Gnn-aided user association and beam selection for mmwave integrated heterogeneous networks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:29:43.556948Z

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 af76a598-9230-4c04-96e4-a01b96b05bd8 · outbound

This paper cites Gblinks: Gnn-based beam selection and link activation for ultra-dense d2d mmwave networks,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Gblinks: Gnn-based beam selection and link activation for ultra-dense d2d mmwave networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:29:43.521392Z

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 3e3f230f-be37-4b1d-ade6-8c9651d75bce · outbound

This paper cites Soft actor-critic with integer actions,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Soft actor-critic with integer actions,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:29:43.486905Z

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 1077cbbc-f963-487d-8386-864b0cf60f5a · outbound

This paper cites Categorical reparametrization with gumble-softmax,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Categorical reparametrization with gumble-softmax,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:42.793802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81794972-c588-4b5f-b0eb-6f3863c905d1 · outbound

This paper cites Deep learning optimized sparse antenna activation for reconfigurable intelligent sur- face assisted communication,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Deep learning optimized sparse antenna activation for reconfigurable intelligent sur- face assisted communication,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:29:43.437166Z

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 dc18c51c-0e9e-44d6-8f82-6dc75e73c05d · outbound

This paper cites Graph neural network based beamforming and ris reflection design in a multi-ris assisted wireless network,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Graph neural network based beamforming and ris reflection design in a multi-ris assisted wireless network,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:29:43.397862Z

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 c9eb57be-b336-4fed-9245-17342d78d6a2 · outbound

This paper cites Millimeter wave channel modeling and cellular capacity evaluation,.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations Millimeter wave channel modeling and cellular capacity evaluation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:29:43.260222Z

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 bf0a2572-6083-4cae-a696-5de7b30fc4e8 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.059643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.