Paper Citation Record · LEDGER

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis

As of 10 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2502.05744.

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

pith.paper-citation-record.v1
2502.05744 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T18:13:38.543812Z

measured 34 of 34 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

34 of 34 outbound references displayed

verified exact3
verified fuzzy26
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f7a7923f-fd19-4ab9-97de-0e5cba4a22e0 · outbound

This paper cites Dhillon, Zhaohui Yang, Aylin Yener, Kai Kit Wong, and Chan-Byoung Chae.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Dhillon, Zhaohui Yang, Aylin Yener, Kai Kit Wong, and Chan-Byoung Chae

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.370265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c07931bc-4ec7-4f36-9fb7-e1dbdebc1783 · outbound

This paper cites Choi, Seong-Lyun Kim, and Mehdi Bennis.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Choi, Seong-Lyun Kim, and Mehdi Bennis

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.354685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 349735e5-7145-48ac-90c5-059c975629ab · outbound

This paper cites Towards a decentralized metaverse: Synchronized orchestration of digital twins and sub-metaverses.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Towards a decentralized metaverse: Synchronized orchestration of digital twins and sub-metaverses

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.339887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cd2b170d-1849-420a-abe7-6333e50d8ec2 · outbound

This paper cites A two-dimensional continuum of inductive methods*.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis A two-dimensional continuum of inductive methods*

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.325305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3b596220-3f23-4b31-b7df-5fa34ed05df8 · outbound

This paper cites Joint source- channel coding over additive noise analog channels using mixture of variational autoencoders.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Joint source- channel coding over additive noise analog channels using mixture of variational autoencoders

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.309601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8467bf6b-1db2-4c75-bcb4-c27a43f8b819 · outbound

This paper cites Semantic communications for speech recognition.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Semantic communications for speech recognition

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.294431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5feba1bf-9f7c-4e0d-99a9-76b20aeac2b4 · outbound

This paper cites Goal-oriented communications for the iot and application to data compression.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Goal-oriented communications for the iot and application to data compression

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.280093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ac093ec6-7ad3-46f0-a190-1d12bd40a20f · outbound

This paper cites The semantic com- munication game.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis The semantic com- munication game

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.264256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a8b79263-b411-4ee5-9c88-f7fdde7c82bf · outbound

This paper cites Semantic Communications: Principles and Challenges.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Semantic Communications: Principles and Challenges

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T18:13:37.976391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acc5d5e1-b739-43a8-bb3e-eda2517e0231 · outbound

This paper cites Distributed variational repre- sentation learning.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Distributed variational repre- sentation learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.249833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1cd32723-38fa-4332-917f-c08a5225bcb7 · outbound

This paper cites Distributed deep variational information bottleneck.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Distributed deep variational information bottleneck

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.234677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2f1a6cec-4853-40ec-b1b8-ec1c6feb074c · outbound

This paper cites On the acceleration of deep learning model parallelism with staleness.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis On the acceleration of deep learning model parallelism with staleness

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.220866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a9464d2-c340-43e3-9955-d26cf6d2043e · outbound

This paper cites Training Recommender Systems at Scale: Communication-Efficient Model and Data Parallelism.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Training Recommender Systems at Scale: Communication-Efficient Model and Data Parallelism

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-08T18:13:53.714988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d6acaae-4a29-4c24-ac23-ddd756507004 · outbound

This paper cites Communication-efficient split learning based on analog communication and over the air aggregation.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Communication-efficient split learning based on analog communication and over the air aggregation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.206457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8c3476e9-e6b9-46e6-9926-05275a9d5023 · outbound

This paper cites Li, and Biing-Hwang Juang.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Li, and Biing-Hwang Juang

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.192511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0f2cebfe-95bf-444a-a9f7-4f56043ed897 · outbound

This paper cites A Theory of Semantic Communication.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis A Theory of Semantic Communication

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-08T18:13:53.694661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a2d8346-da3e-4257-a9d1-9c45da26d69e · outbound

This paper cites an unresolved cited work.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:13:54.176468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation be6ed80c-a744-4a50-ab09-6624acac0a7e · outbound

This paper cites Reliable semantic communication system enabled by knowledge graph.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Reliable semantic communication system enabled by knowledge graph

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.161454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7b41981c-a407-4b10-a231-3895b2bd9683 · outbound

This paper cites Outline of a theory of strongly semantic information.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Outline of a theory of strongly semantic information

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.147334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0b5e5ffc-ca06-4f2d-8f5d-6aecb3f53b5f · outbound

This paper cites Exk-sc: A semantic communication model based on information framework expansion and knowledge collision.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Exk-sc: A semantic communication model based on information framework expansion and knowledge collision

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.133390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 275f5e15-81d8-42f0-a662-41dafd3fd47c · outbound

This paper cites Vincent Poor.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Vincent Poor

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.117466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dc2972dd-1e52-4315-b9b9-73174d115b3b · outbound

This paper cites an unresolved cited work.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-08T18:13:54.102846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 437fa997-dc22-4453-b80e-9a1b811d3f65 · outbound

This paper cites Semantic-native communication: A simplicial complex perspec- tive.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Semantic-native communication: A simplicial complex perspec- tive

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.086865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29159ce2-96dd-4f4c-9b75-0a4958b00537 · outbound

This paper cites Tilp: Differentiable learning of temporal logical rules on knowledge graphs.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Tilp: Differentiable learning of temporal logical rules on knowledge graphs

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.071544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 76ec0b71-904c-4742-953b-e82ed5aec4cd · outbound

This paper cites Teilp: Time prediction over knowledge graphs via logical reason- ing.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Teilp: Time prediction over knowledge graphs via logical reason- ing

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.056708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 52d542b3-e760-470f-a9f2-4ea29fd2e084 · outbound

This paper cites Temporal inductive logic reasoning over hypergraphs.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Temporal inductive logic reasoning over hypergraphs

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:54.006077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 770317fc-a2da-4535-b785-1342447eb79a · outbound

This paper cites Harnessing the power of large language models for natural language to first-order logic translation.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Harnessing the power of large language models for natural language to first-order logic translation

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:53.978378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f2cf97d2-36eb-4aec-901d-30e208ba5822 · outbound

This paper cites Large language models can learn temporal reasoning.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Large language models can learn temporal reasoning

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:53.963720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d1be9b4-2d88-4641-804c-86f0180b532c · outbound

This paper cites An outline of a theory of semantic information.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis An outline of a theory of semantic information

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T18:13:38.364245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5a8ee67-863b-498e-807d-813f581b2783 · outbound

This paper cites Distributive normal forms in first-order logic.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Distributive normal forms in first-order logic

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:53.901827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8607f44e-c84a-4039-98c6-21a6933883ec · outbound

This paper cites Knowledge, acceptance, and induc- tive logic.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Knowledge, acceptance, and induc- tive logic

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:53.823357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f1fe132a-0d6a-4c88-90b3-857fd84c82ef · outbound

This paper cites Accessed: 2024-11-28.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Accessed: 2024-11-28

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T18:13:53.745149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 89a96975-de79-47bb-a9fa-8cd240cb7463 · outbound

This paper cites Lossy Semantic Communication for the Logical Deduction of the State of the World.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Lossy Semantic Communication for the Logical Deduction of the State of the World

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-08T18:13:53.667494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8800621a-942c-4970-9171-2ee51154e195 · outbound

This paper cites Model-theoretic logic for mathematical theory of semantic infor- mation and communication.

DISCD: Distributed Lossy Semantic Communication for Logical Deduction of Hypothesis Model-theoretic logic for mathematical theory of semantic infor- mation and communication

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T18:13:38.543812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.