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Paper Citation Record · LEDGER

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication

As of 10 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 3 inbound Pith citation observations for arXiv:2505.03379.

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

pith.paper-citation-record.v1
2505.03379 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T16:56:50.188576Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-22T16:56:50.188576Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-22T17:01:49.030976Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact2
  • verified fuzzy14
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 60c18229-de5d-4100-bae0-075b2480029f · outbound

This paper cites Adaptiv e resource allocation for semantic communication networks.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Adaptiv e resource allocation for semantic communication networks

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.953585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:e885abd21a71a7318d37d6e12310b1841579a722e87ddb0586e27df67555ad69

Observation cddfd4a0-3aef-449e-80f1-d49a653736fd · outbound

This paper cites Semantic communications for future in ternet: Fundamentals, applications, and challenges.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Semantic communications for future in ternet: Fundamentals, applications, and challenges

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.969186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:e6f26ba481db833a1e81d2d46ba4e4182d82a30c8fee2ea7621b4b175aaf6d97

Observation 6758f6e5-a856-4275-bc36-7105ca2e767f · outbound

This paper cites Resource allo cation for text semantic communications.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Resource allo cation for text semantic communications

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.978579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:9f1d18ac3cfafa33fd82b7bdb03a4655f2075d07b6ee8526d7a7a85d4cebc9e1

Observation 5d0b30d6-b27c-4b1b-9bb6-1a7492636091 · outbound

This paper cites Uplink NOMA se mantic communications: Semantic reconstruction for SIC.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Uplink NOMA se mantic communications: Semantic reconstruction for SIC

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.965673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:f0aa1d194bb3cec7d9505e3ea580f2883292b58e8cec35cae5353aab3efe5a6e

Observation 70b5a969-070c-493c-b758-8cae32bb60b2 · outbound

This paper cites Thirty years of machine learning: The road to Pareto-optim al wireless networks.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Thirty years of machine learning: The road to Pareto-optim al wireless networks

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.947464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:d54d3ee71d3bf6b7e36543f64613a6b284e9f032b79e7296e768f4498ee2ae8b

Observation 267fb830-d99c-416b-ac51-f6ad74505112 · outbound

This paper cites Next-generation multiple access based on NOMA with power l evel modulation.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Next-generation multiple access based on NOMA with power l evel modulation

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.950460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:06a73feab635b4c9a43e9e5707dcb8415af4022e6de06f1f658affa3488e0e4a

Observation 480e2c3f-45e0-4058-b6e1-3fd68ac18f06 · outbound

This paper cites Towards 6G wireless communication networks: Vision, enabling technologies, and new paradigm shifts.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Towards 6G wireless communication networks: Vision, enabling technologies, and new paradigm shifts

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.956521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:0a7b4c474166a8d8489d436cc6995a83508e33204d185c5427867aafe2c091e4

Observation c8ea6140-90b8-48c6-92e4-ccf47bbdc0fc · outbound

This paper cites Heterogeneous se mantic and bit communications: A semi-NOMA scheme.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Heterogeneous se mantic and bit communications: A semi-NOMA scheme

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.981751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:e4400d6a17cdf23ef20b0fd8a8b911ba42573ef1dc77f5dfcf436b47a13057f9

Observation a51726dd-e70b-4c02-a96c-7768f1bff99d · outbound

This paper cites Deep learning en abled se- mantic communication systems.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Deep learning en abled se- mantic communication systems

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.987654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:69fa3db08444c393501cb5a6c4a252b5ac874087d875c955ecedcc39a4519a20

Observation 42a85e6c-16d3-421c-a91d-f97c76784d93 · outbound

This paper cites Semantic Communications in Multi-user Wireless Networks.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Semantic Communications in Multi-user Wireless Networks

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-22T17:01:49.028508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:d4e3a43ebf4965b4ffcdf24cafdf07fb8699d28eac8dc63df7ef7871960764ab

Observation cf1a0396-aa0f-4bde-991a-e020a5970050 · outbound

This paper cites Next generat ion multiple access for IMT towards 2030 and beyond.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Next generat ion multiple access for IMT towards 2030 and beyond

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.984489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:4f97335eb10696d55316cf4c24eb146ab194af20d6c239c7f3f931dc1cdafefc

Observation 1299089a-b60c-4903-8b09-f0e1a0580200 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-22T17:01:49.039728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:71372977971d0c4f5f539fda8d69e27ba6f918577e0ae773151522bd87b02db7

Observation f5c45f89-8ee7-4589-8a73-5e3be3eebd02 · outbound

This paper cites Hybrid NOMA of floading in multi-user MEC networks.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Hybrid NOMA of floading in multi-user MEC networks

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.975294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:233143f41a419dfb0f5232d99eeeb58f257661cdc09d9bd95bcebe2dedcd14e2

Observation 218cbd08-ad09-4cde-bace-56c1a5b9173f · outbound

This paper cites Exploiting semantic communication fo r non- orthogonal multiple access.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Exploiting semantic communication fo r non- orthogonal multiple access

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.972290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:7dc1d7ee19948d58e2635d49cfa976df1d19c82746d98152e1e0151be2342154

Observation fe7fc147-2589-48c6-a63a-41567fd529ce · outbound

This paper cites Dual methods for nonconvex spectrum op timization of multicarrier systems.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Dual methods for nonconvex spectrum op timization of multicarrier systems

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.959585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:ca7c52b2e020ca531b09ce009cd57a1352ebf6fec0f38d2927a52a5d5e4cb555

Observation d67be8e4-c762-47ef-9eb3-e6ac8203fc83 · outbound

This paper cites Boyd and L.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Boyd and L

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T17:01:49.962502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:2aa4dfdb309285bfc98332bcab6fae3e7969b20b63ab6789910e1cb72c3f7951

Observation 3ee56429-35ff-4043-978f-294af8d7af92 · outbound

This paper cites Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication

Reference 17

Resolution
metadata mismatch
local_arxiv, observed 2026-05-22T17:01:49.033841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:2d675bac316096b59ff8dde71a07984f9953861b71f1434fca6d3132f25adc3a

Pith citing papers

Observation 3ee56429-35ff-4043-978f-294af8d7af92 · inbound

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication cites this paper.

Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication

Reference 17

Resolution
metadata mismatch
local_arxiv, observed 2026-05-22T17:01:49.033841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T16:56:50.188576Z digest=sha256:2d675bac316096b59ff8dde71a07984f9953861b71f1434fca6d3132f25adc3a

Observation c3fcc429-ff83-49d9-9161-ad554651ce4a · inbound

Waveguide to Meaning: Semantic-Aware NOMA for Pinching-Antenna Systems cites this paper.

Waveguide to Meaning: Semantic-Aware NOMA for Pinching-Antenna Systems Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:25:51.004308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T19:53:26.057863Z digest=sha256:22f3245aa2c8fbdcaf40521bb8a9724305618df2fef4a0c71dd338b3e87b65d0

Observation dbf489a3-f9c4-48b9-8b9b-9b101003dc07 · inbound

Spacing-Based Coupling Radiation Control in Pinching-Antennas Systems for Heterogeneous NOMA Users cites this paper.

Spacing-Based Coupling Radiation Control in Pinching-Antennas Systems for Heterogeneous NOMA Users Hybrid NOMA Assisted Heterogeneous Semantic and Bit Users Communication

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-05-11T17:51:09.877187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-08T16:59:13.785051Z digest=sha256:6bbaafa2ce63d1bbba3e7c353edb889e8420b628d7d0fbe9493fd59feaa9569e