Paper Citation Record · LEDGER

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy

As of 18 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 1 inbound Pith citation observation for arXiv:2412.19825.

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

pith.paper-citation-record.v1
2412.19825 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:01:43.259258Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:45:46.105640Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T00:45:46.608889Z

Reference resolution

65 of 65 outbound references displayed

verified exact1
verified fuzzy39
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 86cf2cb2-d8a7-4147-8088-0c88ab06ae0b · outbound

This paper cites Shannon and W.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Shannon and W

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.940963Z

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Observation 7f35e427-1415-4668-bdd5-bd485b898e77 · outbound

This paper cites A mathematical theory of communication,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy A mathematical theory of communication,

Reference 2

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Source-reported events for the cited work

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Observation 178e94c1-9e98-4bdf-8677-4327620cb2f6 · outbound

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

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy An outline of a theory of semantic information,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.904476Z

Source-reported events for the cited work

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Observation 046e3286-725c-4770-bcff-ae367fc678a0 · outbound

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

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy An outline of a theory of semantic information,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.886625Z

Source-reported events for the cited work

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Observation 6ac2d4ce-eea3-4123-93bf-a4149bd70b8f · outbound

This paper cites Semantic information,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantic information,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.868195Z

Source-reported events for the cited work

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Observation 508de14f-8550-4f51-a4e0-4a07cc3060a5 · outbound

This paper cites What is semantic communication? A view on conveying meaning in the era of machine intelligence,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy What is semantic communication? A view on conveying meaning in the era of machine intelligence,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:01:42.740727Z

Source-reported events for the cited work

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Observation 5146e815-f14b-48ad-91be-d2bf261eab94 · outbound

This paper cites 6G networks: Beyond Shannon towards semantic and goal-oriented communications,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy 6G networks: Beyond Shannon towards semantic and goal-oriented communications,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T13:01:42.750998Z

Source-reported events for the cited work

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Observation f21f4d78-a853-4104-8ca6-0176213acd48 · outbound

This paper cites Semantics-native com- munication via contextual reasoning,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantics-native com- munication via contextual reasoning,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.802291Z

Source-reported events for the cited work

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Observation decb59df-95f1-4fcc-b664-943efdccdcad · outbound

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

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantic communications for future internet: Fundamentals, applications, and challenges,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T13:01:42.772081Z

Source-reported events for the cited work

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Observation 88888543-b34d-46e6-8963-60ca24fd2861 · outbound

This paper cites Semantic Communications: Principles and Challenges.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantic Communications: Principles and Challenges

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:01:42.779576Z

Source-reported events for the cited work

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Observation 3bf531e5-4761-46f8-9534-cdc7d18904bb · outbound

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

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Goal-oriented communications for the IoT and application to data compression,

Reference 11

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Source-reported events for the cited work

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Observation 37449b11-5875-4703-b6e1-c2a4aa78418e · outbound

This paper cites Semantics-empowered communications: A tutorial-cum-survey,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantics-empowered communications: A tutorial-cum-survey,

Reference 12

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Observation 0da1e63f-6b19-430b-adec-bf8d13af44b5 · outbound

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

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Beyond transmitting bits: Context, semantics, and task-oriented communications,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.713782Z

Source-reported events for the cited work

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Observation a5dbcbd7-194a-4006-8acb-7fdfc6d9ac1a · outbound

This paper cites Task-oriented communication design in cyber-physical systems: A survey on theory and applications,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Task-oriented communication design in cyber-physical systems: A survey on theory and applications,

Reference 14

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Source-reported events for the cited work

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Observation c6bfceec-38ad-40ef-b2f3-e6d187190821 · outbound

This paper cites A survey on goal-oriented semantic communication: Techniques, challenges, and future directions,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy A survey on goal-oriented semantic communication: Techniques, challenges, and future directions,

Reference 15

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Source-reported events for the cited work

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Observation 1347b984-37c2-4393-a9e5-b1e7133bd6c8 · outbound

This paper cites Berger, Rate Distortion Theory: A Mathematical Basis for Data Compression, ser.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Berger, Rate Distortion Theory: A Mathematical Basis for Data Compression, ser

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.659647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 82fac2be-68e1-4218-804f-107f78c8806e · outbound

This paper cites The information bottleneck method.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy The information bottleneck method

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T13:01:42.836596Z

Source-reported events for the cited work

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Observation 4a358ff9-358f-48e2-9c7a-4a66e4ba86c9 · outbound

This paper cites An introduction to topological data analysis: fundamental and practical aspects for data scientists,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy An introduction to topological data analysis: fundamental and practical aspects for data scientists,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T13:01:42.844498Z

Source-reported events for the cited work

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Observation c2039e22-f5a9-4435-add6-a1be027b0bb1 · outbound

This paper cites PersLay: A neural network layer for persistence diagrams and new graph topological signatures,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy PersLay: A neural network layer for persistence diagrams and new graph topological signatures,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.626368Z

Source-reported events for the cited work

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Observation 5daa7b58-83a4-4d4c-8f3a-3edd75c43a82 · outbound

This paper cites Topological autoen- coders,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Topological autoen- coders,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.603604Z

Source-reported events for the cited work

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Observation ac877a00-f2bd-4391-a1a8-0c7adbb03f81 · outbound

This paper cites A topology layer for machine learning,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy A topology layer for machine learning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T13:01:42.883940Z

Source-reported events for the cited work

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Observation 41ebaa9e-0e11-4c8d-bbf1-3dfa8bee6aaa · outbound

This paper cites PLLay: Efficient topological layer based on persistent landscapes,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy PLLay: Efficient topological layer based on persistent landscapes,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.570042Z

Source-reported events for the cited work

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Observation ed17b9b8-3f95-4758-a9f0-71c1e57ac362 · outbound

This paper cites Persformer: A Transformer Architecture for Topological Machine Learning.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Persformer: A Transformer Architecture for Topological Machine Learning

Reference 23

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Source-reported events for the cited work

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Observation 5debf731-8adf-4313-99ea-08baaff6e8da · outbound

This paper cites Position: Topological Deep Learning is the New Frontier for Relational Learning.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Position: Topological Deep Learning is the New Frontier for Relational Learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:01:42.911434Z

Source-reported events for the cited work

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Observation a8c0cd4f-9ac6-4fa1-b294-7a58734a021d · outbound

This paper cites Persistence-based pooling for shape pose recognition,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Persistence-based pooling for shape pose recognition,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.547952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7ede3fdb-1997-4616-bf55-e2af701fe662 · outbound

This paper cites Sliced Wasserstein kernel for persistence diagrams,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Sliced Wasserstein kernel for persistence diagrams,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.525359Z

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Observation d2d980e6-2378-48cd-9f5f-138882a9ca5b · outbound

This paper cites Time series classification via topological data analysis,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Time series classification via topological data analysis,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.503589Z

Source-reported events for the cited work

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Observation 39107439-f85f-4158-aa63-d4ca2942fc3b · outbound

This paper cites Large scale computation of means and clusters for persistence diagrams using optimal transport,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Large scale computation of means and clusters for persistence diagrams using optimal transport,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.483766Z

Source-reported events for the cited work

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Observation 70aebadf-add5-4a36-b117-1f985827e802 · outbound

This paper cites Persistence-based segmentation of deformable shapes,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Persistence-based segmentation of deformable shapes,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.458594Z

Source-reported events for the cited work

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Observation b74e9cce-eb3f-49a8-a3ba-0c7cdb7c6c73 · outbound

This paper cites Deep learning enabled semantic communication systems,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Deep learning enabled semantic communication systems,

Reference 30

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Observation 90d7c7b8-d20c-416f-90b9-7fe3ad6d5d0e · outbound

This paper cites Semantic commu- nication with adaptive universal transformer,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantic commu- nication with adaptive universal transformer,

Reference 31

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Observation f11930e2-2964-4b1f-be77-fcbd6767338d · outbound

This paper cites Wireless deep video semantic transmission,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Wireless deep video semantic transmission,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.397364Z

Source-reported events for the cited work

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Observation 3829e80b-ed03-4ef3-b46c-da1c2b5ad320 · outbound

This paper cites Nonlinear transform source-channel coding for semantic communications,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Nonlinear transform source-channel coding for semantic communications,

Reference 33

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Observation a5ad7094-e87b-449c-a24f-ee658706227e · outbound

This paper cites Towards Image Understanding from Deep Compression without Decoding.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Towards Image Understanding from Deep Compression without Decoding

Reference 34

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Observation 25c74111-eaba-4cee-a3e4-df2b0464ddba · outbound

This paper cites The deterministic information bottle- neck,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy The deterministic information bottle- neck,

Reference 35

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Observation b6539a77-5bdb-4c17-ab7c-2ce4abf61cb4 · outbound

This paper cites Task-Oriented Image Semantic Communication Based on Rate-Distortion Theory.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Task-Oriented Image Semantic Communication Based on Rate-Distortion Theory

Reference 36

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Observation f4d89b29-6aae-45b2-a22d-45c5136d8649 · outbound

This paper cites Learning task-oriented communication for edge inference: An information bottleneck approach,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Learning task-oriented communication for edge inference: An information bottleneck approach,

Reference 37

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Source-reported events for the cited work

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Observation 36e68d25-30b8-4480-bc2a-94d532301a49 · outbound

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

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Robust information bottleneck for task-oriented communication with digital modulation,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.306899Z

Source-reported events for the cited work

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Observation def84023-8080-4775-9c00-37ea48988f8e · outbound

This paper cites Semantic information recovery in wireless networks,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantic information recovery in wireless networks,

Reference 39

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Source-reported events for the cited work

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Observation 39183c5e-3156-420d-b65a-80972217d376 · outbound

This paper cites Graph information bottle- neck,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Graph information bottle- neck,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.272065Z

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Observation 46eabdb0-3cf5-4f8c-9409-ed301d97afa3 · outbound

This paper cites Distributed variational representation learn- ing,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Distributed variational representation learn- ing,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.249768Z

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Observation c42f0571-37a0-4c8e-aa56-c1a8c969122d · outbound

This paper cites Perfor- mance optimization for semantic communications: An attention-based learning approach,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Perfor- mance optimization for semantic communications: An attention-based learning approach,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.223743Z

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Observation 147cff6b-8b48-43e7-96c8-fb3d38dfaa06 · outbound

This paper cites Knowledge graph embed- ding: A survey of approaches and applications,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Knowledge graph embed- ding: A survey of approaches and applications,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.199814Z

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Observation 2fa735f8-817b-4a6d-b71e-e1a54f6472ac · outbound

This paper cites A survey on knowledge graphs: Representation, acquisition, and applications,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy A survey on knowledge graphs: Representation, acquisition, and applications,

Reference 44

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Source-reported events for the cited work

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Observation 95f611e8-58f7-4eb2-b344-14c1bf6f1326 · outbound

This paper cites Cognitive semantic communication systems driven by knowledge graph,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Cognitive semantic communication systems driven by knowledge graph,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.161787Z

Source-reported events for the cited work

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Observation 5f5464ae-a202-4011-b3e7-54275fd7d0f7 · outbound

This paper cites Reasoning on the air: An im- plicit semantic communication architecture,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Reasoning on the air: An im- plicit semantic communication architecture,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.132720Z

Source-reported events for the cited work

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Observation 3ecd61da-f6d4-44b1-bbe3-b9c4ff697ff1 · outbound

This paper cites Joint semantic-native communication and inference via minimal sim- plicial structures,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Joint semantic-native communication and inference via minimal sim- plicial structures,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.105559Z

Source-reported events for the cited work

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Observation 4f7bb265-cdb9-4738-b404-42e8d2efcdd8 · outbound

This paper cites Semantic- native communication: A simplicial complex perspective,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantic- native communication: A simplicial complex perspective,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.079300Z

Source-reported events for the cited work

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Observation baf5dd3f-86f6-4cf5-b87a-ee7c34fdd703 · outbound

This paper cites Neuro-symbolic artificial intelligence (ai) for intent based semantic communication,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Neuro-symbolic artificial intelligence (ai) for intent based semantic communication,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.050018Z

Source-reported events for the cited work

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Observation dc456bde-ef5a-4c16-ae4b-5399a7c3e787 · outbound

This paper cites Semantic communi- cations in networked systems: A data significance perspective,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Semantic communi- cations in networked systems: A data significance perspective,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:44.023976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 50272136-63d3-425e-b093-885d80638048 · outbound

This paper cites an unresolved cited work.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Unresolved cited work

Reference 51

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From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Unresolved cited work

Reference 52

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This paper cites Logical formalizations of commonsense reasoning: a survey,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Logical formalizations of commonsense reasoning: a survey,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:43.965517Z

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This paper cites Toward causal representation learning,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Toward causal representation learning,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:43.943001Z

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Observation 9b8407c3-1dc1-427d-9d81-4da3340e66c2 · outbound

This paper cites Edelsbrunner and J.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Edelsbrunner and J

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:43.914657Z

Source-reported events for the cited work

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Observation 6c850c14-4d53-4a0a-a5d0-5bf832eae8b4 · outbound

This paper cites Topological estimation using witness complexes.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Topological estimation using witness complexes

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:43.887351Z

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Observation fba18160-dc51-4a73-970d-e816b5f875e3 · outbound

This paper cites an unresolved cited work.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Unresolved cited work

Reference 57

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This paper cites The MNIST database of handwritten digit images for machine learning research,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy The MNIST database of handwritten digit images for machine learning research,

Reference 58

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This paper cites Data-for-structural-semantics-using-tda,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Data-for-structural-semantics-using-tda,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:43.796954Z

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Observation 9d67e461-75fc-4fbd-8de4-67c27e6dc384 · outbound

This paper cites Hastie, R.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Hastie, R

Reference 60

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a78ea38-bd2b-412d-ad74-e84951f185a1 · outbound

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From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Unresolved cited work

Reference 61

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This paper cites Lin and D.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Lin and D

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:43.726211Z

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Observation b034e5f7-11f7-4ac8-ba50-447f1b92cf96 · outbound

This paper cites GUDHI Editorial Board, 2020.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy GUDHI Editorial Board, 2020

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:43.702312Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7c3d124a-e034-43ff-a1af-143dd59e9c9d · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Pytorch: An imperative style, high-performance deep learning library,

Reference 64

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Observation 56c45c0d-df37-4c5e-8410-5a5e0509f34a · outbound

This paper cites Tensorflow: Large-scale machine learning on heterogeneous systems,.

From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy Tensorflow: Large-scale machine learning on heterogeneous systems,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:01:43.635325Z

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Pith citing papers

Observation cda7577a-63d9-4319-8736-44e8c331adcb · inbound

Resilient-native and Intelligent NextG Systems cites this paper.

Resilient-native and Intelligent NextG Systems From Raw Data to Structural Semantics: Trade-offs among Distortion, Rate, and Inference Accuracy

Reference 31

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