Paper Citation Record · LEDGER

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving

As of 20 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2608.00878.

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

pith.paper-citation-record.v1
2608.00878 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:20:01.844122Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

37 of 37 outbound references displayed

verified exact2
verified fuzzy13
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ed90f67a-d71c-43e0-911a-07a59ad574e6 · outbound

This paper cites Najm, John D.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Najm, John D

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.239234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5c42c698-d53e-4a83-a4a1-c2c0881255c5 · outbound

This paper cites Li, and Biing-Hwang Juang.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Li, and Biing-Hwang Juang

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.712870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e038f490-5686-430e-b0c0-f036e932c711 · outbound

This paper cites Swinjscc: Taming swin transformer for deep joint source- channel coding.IEEE Transactions on Cognitive Communications and Networking, 11:90–104, 2023.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Swinjscc: Taming swin transformer for deep joint source- channel coding.IEEE Transactions on Cognitive Communications and Networking, 11:90–104, 2023

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.717365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e2c54a5-05bd-4666-97c5-b11936d7afe9 · outbound

This paper cites A novel image semantic communication method via dynamic decision generation network and generative adversarial network.Scientific Reports, 14, 2024.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving A novel image semantic communication method via dynamic decision generation network and generative adversarial network.Scientific Reports, 14, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.721274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a41c7116-25d2-4e64-b368-3b216a308bd5 · outbound

This paper cites Large-language-model-enabled text semantic communication systems.Applied Sciences, 2024.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Large-language-model-enabled text semantic communication systems.Applied Sciences, 2024

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.725646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc02739f-31be-4f46-8ef0-b205144de312 · outbound

This paper cites A Machine Learning Framework for Distributed Functional Compression over Wireless Channels in IoT.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving A Machine Learning Framework for Distributed Functional Compression over Wireless Channels in IoT

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T15:20:01.980791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8562656a-98b6-4ec8-8d96-4ab4b3d68cd4 · outbound

This paper cites Joint source- channel coding over additive noise analog channels using mixture of variational autoencoders.IEEE Journal on Selected Areas in Commu- nications, 39(7):2000–2013, 2021.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Joint source- channel coding over additive noise analog channels using mixture of variational autoencoders.IEEE Journal on Selected Areas in Commu- nications, 39(7):2000–2013, 2021

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.201361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 473d046c-f24a-42f7-acb4-95fec08edf29 · outbound

This paper cites A theory of semantic communication.IEEE Transactions on Mobile Computing, 23:12211– 12228, 2022.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving A theory of semantic communication.IEEE Transactions on Mobile Computing, 23:12211– 12228, 2022

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.737487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf31ad96-3b75-473a-88fb-99d9724f3dde · outbound

This paper cites A Mathematical Theory of Semantic Communication.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving A Mathematical Theory of Semantic Communication

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.741490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b90c5e5-e062-4f60-b4a3-0a44e4faa4f2 · outbound

This paper cites Rate–distortion–perception trade-off in information theory, generative models, and intelligent communications.Entropy, 27, 2025.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Rate–distortion–perception trade-off in information theory, generative models, and intelligent communications.Entropy, 27, 2025

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.745495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa6580d-956e-4d43-b23b-05481d8216de · outbound

This paper cites On the theory of semantic information and communication for logical inference.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving On the theory of semantic information and communication for logical inference

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.749392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c560659c-801c-4cf9-bfb9-f7705e3dcb66 · outbound

This paper cites Lossy semantic communication for the logical deduction of the state of the world.2025 IEEE Wireless Communications and Networking Conference (WCNC), pages 1–6, 2024.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Lossy semantic communication for the logical deduction of the state of the world.2025 IEEE Wireless Communications and Networking Conference (WCNC), pages 1–6, 2024

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.752917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3f9b542-7d74-48ef-a1ad-bca70f12ce51 · outbound

This paper cites an unresolved cited work.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.757130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 607bb601-d0c1-4499-8886-f23cdab72fe3 · outbound

This paper cites Analysis of semantic communication for logic-based hypothesis deduction.GLOBE- COM 2025 - 2025 IEEE Global Communications Conference, pages 5701–5707, 2025.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Analysis of semantic communication for logic-based hypothesis deduction.GLOBE- COM 2025 - 2025 IEEE Global Communications Conference, pages 5701–5707, 2025

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.761020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 689a644e-6b31-4686-8846-eddf8707959a · outbound

This paper cites Goal-oriented semantic commu- nication for logical decision making.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Goal-oriented semantic commu- nication for logical decision making

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.152099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4a47f082-1ef9-45f9-a78a-1f8c224411ca · outbound

This paper cites AUTO-DISCERN: Autonomous Driving Using Common Sense Reasoning.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving AUTO-DISCERN: Autonomous Driving Using Common Sense Reasoning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.768902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5cdbb66-b875-4aba-9583-5b59b455b95a · outbound

This paper cites Commonsense reasoning-aided autonomous vehicle systems.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Commonsense reasoning-aided autonomous vehicle systems

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.140489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2750fc14-9456-4a5e-baf8-fbf3fe69a110 · outbound

This paper cites Out of Sight But Not Out of Mind: An Answer Set Programming Based Online Abduction Framework for Visual Sensemaking in Autonomous Driving.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Out of Sight But Not Out of Mind: An Answer Set Programming Based Online Abduction Framework for Visual Sensemaking in Autonomous Driving

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:20:01.948565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dc4c0f39-7484-41b3-83f7-e004f3e691d4 · outbound

This paper cites A neuro-symbolic framework combining inductive and deductive reasoning for autonomous driving planning.ArXiv, abs/2603.12421, 2026.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving A neuro-symbolic framework combining inductive and deductive reasoning for autonomous driving planning.ArXiv, abs/2603.12421, 2026

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-15T15:20:01.931211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 591246d4-6110-4274-93b6-a8f32565dfec · outbound

This paper cites Formalizing traffic rules for uncontrolled intersections.2020 ACM/IEEE 11th International Conference on Cyber-Physical Systems (ICCPS), pages 41–50, 2020.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Formalizing traffic rules for uncontrolled intersections.2020 ACM/IEEE 11th International Conference on Cyber-Physical Systems (ICCPS), pages 41–50, 2020

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.127913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6a243b9c-5dd2-4554-ae75-7f5a4e0216ee · outbound

This paper cites Jennings.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Jennings

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.116158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7647372a-7994-4f92-b3b0-e251e5df1aff · outbound

This paper cites an unresolved cited work.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T15:20:02.104353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2106dd44-b0cf-4e2a-bfed-1eed534d1bd1 · outbound

This paper cites A legal logic programming framework for autonomous vehicles.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving A legal logic programming framework for autonomous vehicles

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.092556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d178d43c-2622-40d2-a47e-4c76bc6fc453 · outbound

This paper cites Mind the gaps: Logical english, prolog, and multi-agent systems for autonomous vehi- cles.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Mind the gaps: Logical english, prolog, and multi-agent systems for autonomous vehi- cles

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.082040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation db481815-9bca-48a2-9786-a2d2e8c4cc91 · outbound

This paper cites Llm-powered framework for interpretable traffic rule processing in autonomous driving.2025 IEEE 34th International Symposium on Industrial Electronics (ISIE), pages 1–7, 2025.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Llm-powered framework for interpretable traffic rule processing in autonomous driving.2025 IEEE 34th International Symposium on Industrial Electronics (ISIE), pages 1–7, 2025

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.071665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d748e750-0a00-4480-96b3-62c5037ec919 · outbound

This paper cites Coopreflect: Towards natural language communication for cooperative autonomous driving via multi-agent learning.Proc.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Coopreflect: Towards natural language communication for cooperative autonomous driving via multi-agent learning.Proc

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.061031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9d642542-069b-4920-bf7b-0f9728647f81 · outbound

This paper cites The continuum of inductive methods.Philosophy, 28(106):272–273, 1953.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving The continuum of inductive methods.Philosophy, 28(106):272–273, 1953

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.805638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f963f8f-450c-4fe8-97dc-3fc5690a3944 · outbound

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

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving An outline of a theory of semantic information

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.809750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c46a744-adf4-45ae-a481-6bc69861cc04 · outbound

This paper cites The University of Chicago Press, Chicago, 2nd edition, 1962.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving The University of Chicago Press, Chicago, 2nd edition, 1962

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.813262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7101b0f-ce6c-4183-ac40-c6d05a82c037 · outbound

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

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving A two-dimensional continuum of inductive methods*

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.817066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef68bb9c-8f28-4dff-a241-38576d818789 · outbound

This paper cites Jaakko hintikka.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Jaakko hintikka

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.028018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation af22e00b-6518-486f-9e56-1d47b32f9f9c · outbound

This paper cites Distributive normal forms in first-order logic.Studies in logic and the foundations of mathematics, 40:48–91, 1965.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Distributive normal forms in first-order logic.Studies in logic and the foundations of mathematics, 40:48–91, 1965

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.824512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a480c316-e04d-44c3-ba7f-2510256ccdad · outbound

This paper cites The development of the hintikka program.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving The development of the hintikka program

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.828666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f576fd0-443a-480b-a132-65650715b38b · outbound

This paper cites MDrive: Benchmarking Closed-Loop Cooperative Driving for End-to-End Multi-agent Systems.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving MDrive: Benchmarking Closed-Loop Cooperative Driving for End-to-End Multi-agent Systems

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.832154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b288d77-1798-4736-8f1e-50e59db036f4 · outbound

This paper cites L ´opez, and Vladlen Koltun.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving L ´opez, and Vladlen Koltun

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:02.006534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 24c52346-5e45-428d-946b-a392bb9a17cb · outbound

This paper cites Formulas of first-order logic in distributive normal form.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving Formulas of first-order logic in distributive normal form

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T15:20:01.840517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 144bf3dd-f8aa-4064-b268-96eb884e4c10 · outbound

This paper cites State of California, 2026.

Goal-Oriented Logic-based Semantic Communication for Neuro-Symbolic Reasoning with Applications onto Autonomous Driving State of California, 2026

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:20:01.990898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.