Pith. sign in

Paper Citation Record · LEDGER

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints

As of 22 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2504.20939.

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

pith.paper-citation-record.v1
2504.20939 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:21:42.243601Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

19 of 19 outbound references displayed

  • verified exact5
  • verified fuzzy5
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 48c971d2-1023-400d-9592-6ecdfd3ccd41 · outbound

This paper cites an unresolved cited work.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:21:42.557562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.134443Z digest=sha256:5d02ba81b4727b73a4fd5594b5800d1876f9273d7b77478440b54c49851fad5d

Observation d7eda1d0-3560-44ee-8ca5-f4ef6602cb8e · outbound

This paper cites Chaccour, W.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Chaccour, W

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:21:42.545403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.142152Z digest=sha256:9ba6c5fd2ce89d8cfd0ddc65e1f1c2b9fc234c93f4526d41e94d508114ad4386

Observation 6e7eafd8-31d3-41a8-9cdc-e44445ca6e3c · outbound

This paper cites Dynamic Relative Representations for Goal-Oriented Semantic Communications.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Dynamic Relative Representations for Goal-Oriented Semantic Communications

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T05:21:42.147515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:21:42.147515Z digest=sha256:1d7b51df1eccd736b04d34fd196d255c02e0d145521a7f4219ae7e43ad5ef5b2

Observation 2752cf62-07c2-4700-b9bd-df025c18cdd1 · outbound

This paper cites an unresolved cited work.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:21:42.528012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.152664Z digest=sha256:7bf374e4e0ce6cc488cb86af5f1a4e9b869e42a82f068a7e67f8d2e027ce9001

Observation ad76c649-96a6-473b-a3a3-0583f25d3ba0 · outbound

This paper cites an unresolved cited work.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:21:42.512244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.157176Z digest=sha256:82efda16670231e330da57288b88e9ad63e2d86eb1312fd55b8a5ee4ba23a327

Observation 9e871d7e-3008-4a9c-ab4a-298a7c32a5c6 · outbound

This paper cites an unresolved cited work.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:21:42.499895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.162430Z digest=sha256:002e39da3d615385fb0b0e30aaa6265f6f4fac36e52c60d915029f0388c69b3b

Observation ec7814a1-1a0b-4e38-a5ed-abaf3946810b · outbound

This paper cites an unresolved cited work.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:21:42.486346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.169322Z digest=sha256:03c36350f8e1a6b167f371f0999b2103f2ec337b2a5930b09848a57de3ef3c32

Observation b32a5363-13db-4e2a-bcb3-4fcc63caedaf · outbound

This paper cites Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:21:42.368697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.174460Z digest=sha256:cd811f7b4c03eb3cf13b1025cf37c8d022a63532abb9f9a7667e246325cf5836

Observation 9f594b65-aa8a-4110-bdc7-3af0da8d4013 · outbound

This paper cites an unresolved cited work.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:21:42.473870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.181061Z digest=sha256:5cb0daa42b94b61054eadb68d7a93e10b08c676955da18e04a085965c69f3fb7

Observation bffca27b-4a29-457a-8f16-8937af0d9dff · outbound

This paper cites Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learning.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learning

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:21:42.353552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.185882Z digest=sha256:6ccba0738c9b628b9abe4dde802e953106e361b00ed151dbdaa3ac4f3a695acb

Observation 9cd28706-6abd-46df-923c-7f585c42772c · outbound

This paper cites QoE-based Semantic-Aware Resource Allocation for Multi-Task Networks.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints QoE-based Semantic-Aware Resource Allocation for Multi-Task Networks

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:21:42.334010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.191868Z digest=sha256:04d811695d68ffba6fb5f508cab7f9f12a01849f93c3deae9444c23e288ac47d

Observation 1762ad84-c18d-40c8-b875-3148c1fe2450 · outbound

This paper cites an unresolved cited work.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:21:42.461400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.205887Z digest=sha256:423c2796992cfdde4c41eb26bb6a2cb969a5c918218a6b3cc6aabca2a4bcd6f6

Observation 5f22f933-58c7-4f87-9d34-92950b29015b · outbound

This paper cites Adaptable Semantic Compression and Resource Allocation for Task-Oriented Communications.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Adaptable Semantic Compression and Resource Allocation for Task-Oriented Communications

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:21:42.307307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.214298Z digest=sha256:c85cbf9d56abcdba3e85fd3e7f4ee390fb3d47e1224d30faa0595a0e334e4d25

Observation 0e1f180a-9797-4549-b71d-b8215ace1826 · outbound

This paper cites Zhang, H.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Zhang, H

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:21:42.448137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.221661Z digest=sha256:4a4b627b4d2060ae6df1319babf926a0e5b0f02531e9d82fff1225f9e466101c

Observation 13ebf4a3-6caf-4c0d-a117-107896277267 · outbound

This paper cites Bandwidth and Power Allocation for Task-Oriented SemanticCommunication.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Bandwidth and Power Allocation for Task-Oriented SemanticCommunication

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:21:42.287630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.227795Z digest=sha256:abf93f46b7995f29bfa14ebac6887ad6d48618c29a6f05f38e0c04fd1c720d1b

Observation fde80dd4-b47a-4ee3-b9f0-bca1e925a2bc · outbound

This paper cites an unresolved cited work.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:21:42.435984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.231912Z digest=sha256:8cce982c9485ae7a6798106ed550b88a772901f330e1d1a90edae771eaba3b5a

Observation c5abf860-c67e-4710-91a6-5dd5e0943380 · outbound

This paper cites Zhang, Q.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Zhang, Q

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:21:42.424396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.235483Z digest=sha256:6143e59bb0366a4d084e24a0367ae7d6db33a69841cf18b156df9f2c9769755f

Observation bc1f2c0a-f03c-4435-ac13-573301bc8d56 · outbound

This paper cites Nesterov and A.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Nesterov and A

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:21:42.406788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.240275Z digest=sha256:13de859a4633613a20f0a4daed04ac8dfb0ad5a7e705617d2eb2529464f3b291

Observation 1620bd79-33a4-44df-8d15-5528aa8e3e7e · outbound

This paper cites Geometric programming for communication systems.

Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints Geometric programming for communication systems

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:21:42.393441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:21:42.243601Z digest=sha256:09976796e2876ffbc6dee713cea7a443a0cc4c30e7fa3960b41987339e36bfa9

Pith citing papers

No inbound Pith citation observations are available.