Paper Citation Record · LEDGER

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective

As of 9 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2512.14022.

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

pith.paper-citation-record.v1
2512.14022 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T16:22:15.240949Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

30 of 30 outbound references displayed

verified exact0
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 30a4fd43-5337-47c1-96c2-6b55ed8b6da4 · outbound

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

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Beyond transmitting bits: Context, seman- tics, and task-oriented communications,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:12.624503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b78ebed9-c305-4e97-b5a9-5ef82c9e3b48 · outbound

This paper cites Demo: Real-time semantic communications with a vision transformer,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Demo: Real-time semantic communications with a vision transformer,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:12.665737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 684becf3-f026-4db4-83fd-2cf85a47de11 · outbound

This paper cites Deep joint source- channel coding for wireless image transmission,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Deep joint source- channel coding for wireless image transmission,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:12.774844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d48ad339-31c2-44d0-8760-2690e614c9a9 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Deep learning enabled semantic communication systems,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:12.870382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c1a74a0-efb8-4410-a853-42336acda967 · outbound

This paper cites Semantic communication systems for speech transmission,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Semantic communication systems for speech transmission,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:12.973912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 079bd4df-92e7-4f4d-a78c-6a16bbae095f · outbound

This paper cites DeepWiVe: Deep-learning-aided wireless video transmission,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective DeepWiVe: Deep-learning-aided wireless video transmission,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.094754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed09eb50-da94-4864-b158-d0c8607b4b1b · outbound

This paper cites Wireless image transmission using deep source channel coding with attention modules,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Wireless image transmission using deep source channel coding with attention modules,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.194761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b135f792-e7cc-4f24-be6b-cabfd4fb2530 · outbound

This paper cites On the role of ViT and CNN in semantic communications: Analysis and prototype validation,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective On the role of ViT and CNN in semantic communications: Analysis and prototype validation,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.314759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c512b8c1-3e96-476e-a899-f97ee8add9c2 · outbound

This paper cites Adaptive Wireless Image Semantic Transmission: Design, Simulation, and Prototype Validation.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Adaptive Wireless Image Semantic Transmission: Design, Simulation, and Prototype Validation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.414855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59812906-2934-4583-9862-6b1d0349fd58 · outbound

This paper cites Real-time implementation and evaluation of SDR-based deep joint source-channel coding,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Real-time implementation and evaluation of SDR-based deep joint source-channel coding,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.474764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c0ae654-f577-4d97-85c9-99238365843f · outbound

This paper cites Bridging neural networks and wireless systems with MIMO-OFDM semantic communications,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Bridging neural networks and wireless systems with MIMO-OFDM semantic communications,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.574751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1ef6a24-1d3e-4197-83c7-e6afbc9d4e90 · outbound

This paper cites End-to-end optimized image compression,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective End-to-end optimized image compression,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.704767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8573447c-d1bb-49a3-bb33-a4dda9eafaee · outbound

This paper cites Variational image compression with a scale-mixture model for the rate term,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Variational image compression with a scale-mixture model for the rate term,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.787671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a48a6c84-b299-4889-87fb-b1d5bc3f3c36 · outbound

This paper cites Learned image compres- sion with discretized gaussian mixture likelihoods,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Learned image compres- sion with discretized gaussian mixture likelihoods,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.882719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3af41d8-846b-4cdc-b18e-4de39704508c · outbound

This paper cites A mathematical theory of semantic communica- tion,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective A mathematical theory of semantic communica- tion,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:13.976271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6098845-ffc7-49f5-bb35-fdbabe0a124e · outbound

This paper cites A theory of semantic communication,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective A theory of semantic communication,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.033482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be38b6cd-9790-4fb4-894d-4ac0394f5c73 · outbound

This paper cites Robust information bottleneck for task-oriented communication with digital modulation,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Robust information bottleneck for task-oriented communication with digital modulation,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.153732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fbbff86-3be2-4787-af59-fc6fa10bed89 · outbound

This paper cites Variational source-channel coding for semantic communication,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Variational source-channel coding for semantic communication,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.209634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd769475-c920-4eb2-a042-3b2bd5402885 · outbound

This paper cites Optimal nonuniform signaling for gaussian channels,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Optimal nonuniform signaling for gaussian channels,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.274753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 549a33d2-28f6-479c-b6f3-18604f2e268c · outbound

This paper cites Bandwidth efficient and rate-matched low-density parity-check coded modulation,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Bandwidth efficient and rate-matched low-density parity-check coded modulation,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.444773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e7e02de-7b9a-4967-ac78-c5a6e444c393 · outbound

This paper cites Efficient modulation for band-limited channels,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Efficient modulation for band-limited channels,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.568491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b35b09a-9180-4285-b24a-e64fd4ca8bf6 · outbound

This paper cites Joint learning of geometric and probabilistic constellation shaping,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Joint learning of geometric and probabilistic constellation shaping,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.634763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b734399-a3cd-4813-a4ad-f78d08336232 · outbound

This paper cites End-to-end learning of joint geometric and probabilistic constellation shaping,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective End-to-end learning of joint geometric and probabilistic constellation shaping,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.734764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 147c5fe1-6131-4a1c-87ba-54a4ad51b637 · outbound

This paper cites an unresolved cited work.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.801629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e6d00ac-b567-444c-a8bf-ada0969a11be · outbound

This paper cites Improved nonlinear transform source-channel coding to catalyze semantic commu- nications,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Improved nonlinear transform source-channel coding to catalyze semantic commu- nications,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.855470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e7910b8-ec66-4b51-aa92-ee71c9dd454a · outbound

This paper cites an unresolved cited work.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.914498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea00f763-e117-401c-80b1-41564f07c86a · outbound

This paper cites Learning multiple layers of features from tiny images,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Learning multiple layers of features from tiny images,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:14.967340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4631d3e3-90ee-4982-8779-7cffc4f852bc · outbound

This paper cites Imagenet: A large-scale hierarchical image database,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Imagenet: A large-scale hierarchical image database,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:15.027215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9df48618-5ea9-48d4-a34a-99bf482d8594 · outbound

This paper cites Elic: Efficient learned image compression with unevenly grouped space- channel contextual adaptive coding,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Elic: Efficient learned image compression with unevenly grouped space- channel contextual adaptive coding,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:15.143500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6bfa0bc-0154-4313-89d7-e4c12a55e27b · outbound

This paper cites Kodak lossless true color image suite,.

Symbol Distributions in Semantic Communications: A Source-Channel Equilibrium Perspective Kodak lossless true color image suite,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:15.240949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.